DataFrame
NO COMPARISON TARGET
2930
ROWS
0
DUPLICATES
9.4 MB
RAM
81
FEATURES
56
CATEGORICAL
25
NUMERICAL
0
TEXT
2.1.3
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
MS_SubClass
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
16
(<1%)
2
MS_Zoning
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
3
Lot_Frontage
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
129
(4%)
ZEROES:
490
(17%)
MAX
313
95%
105
Q3
78
MEDIAN
63
AVG
58
Q1
43
5%
0
MIN
0
RANGE
313
IQR
35.0
STD
33.5
VAR
1,122
KURT.
2.16
SKEW
0.025
SUM
169k
4
Lot_Area
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
1,960
(67%)
ZEROES:
---
MAX
215k
95%
17k
Q3
12k
AVG
10k
MEDIAN
9k
Q1
7k
5%
3k
MIN
1k
RANGE
214k
IQR
4,115
STD
7,880
VAR
62.1M
KURT.
265
SKEW
12.8
SUM
29.7M
5
Street
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
6
Alley
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
7
Lot_Shape
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
8
Land_Contour
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
9
Utilities
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
10
Lot_Config
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
11
Land_Slope
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
12
Neighborhood
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
28
(<1%)
13
Condition_1
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
14
Condition_2
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
15
Bldg_Type
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
16
House_Style
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
17
Overall_Qual
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
18
Overall_Cond
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
19
Year_Built
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
118
(4%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,001
MEDIAN
1,973
AVG
1,971
Q1
1,954
5%
1,915
MIN
1,872
RANGE
138
IQR
47.0
STD
30.2
VAR
915
KURT.
-0.502
SKEW
-0.604
SUM
5.8M
20
Year_Remod_Add
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
61
(2%)
ZEROES:
---
MAX
2,010.0
95%
2,007.0
Q3
2,004.0
MEDIAN
1,993.0
AVG
1,984.3
Q1
1,965.0
5%
1,950.0
MIN
1,950.0
RANGE
60.0
IQR
39.0
STD
20.9
VAR
435
KURT.
-1.34
SKEW
-0.452
SUM
5.8M
21
Roof_Style
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
22
Roof_Matl
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
23
Exterior_1st
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
16
(<1%)
24
Exterior_2nd
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
17
(<1%)
25
Mas_Vnr_Type
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
26
Mas_Vnr_Area
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
445
(15%)
ZEROES:
1,771
(60%)
MAX
1,600
95%
466
Q3
163
AVG
101
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,600
IQR
163
STD
179
VAR
31,910
KURT.
9.37
SKEW
2.62
SUM
296k
27
Exter_Qual
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
28
Exter_Cond
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
29
Foundation
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
30
Bsmt_Qual
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
31
Bsmt_Cond
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
32
Bsmt_Exposure
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
33
BsmtFin_Type_1
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
34
BsmtFin_SF_1
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
35
BsmtFin_Type_2
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
36
BsmtFin_SF_2
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
274
(9%)
ZEROES:
2,579
(88%)
MAX
1,526
95%
435
Q3
0
AVG
50
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,526
IQR
0.00
STD
169
VAR
28,609
KURT.
18.8
SKEW
4.14
SUM
146k
37
Bsmt_Unf_SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
1,137
(39%)
ZEROES:
245
(8%)
MAX
2,336
95%
1,474
Q3
802
AVG
559
MEDIAN
466
Q1
219
5%
0
MIN
0
RANGE
2,336
IQR
583
STD
440
VAR
193k
KURT.
0.409
SKEW
0.923
SUM
1.6M
38
Total_Bsmt_SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
1,058
(36%)
ZEROES:
80
(3%)
MAX
6,110
95%
1,776
Q3
1,302
AVG
1,051
MEDIAN
990
Q1
793
5%
450
MIN
0
RANGE
6,110
IQR
508
STD
441
VAR
194k
KURT.
9.11
SKEW
1.15
SUM
3.1M
39
Heating
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
40
Heating_QC
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
41
Central_Air
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
42
Electrical
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
43
First_Flr_SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
1,083
(37%)
ZEROES:
---
MAX
5,095
95%
1,830
Q3
1,384
AVG
1,160
MEDIAN
1,084
Q1
876
5%
665
MIN
334
RANGE
4,761
IQR
508
STD
392
VAR
154k
KURT.
6.97
SKEW
1.47
SUM
3.4M
44
Second_Flr_SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
635
(22%)
ZEROES:
1,678
(57%)
MAX
2,065
95%
1,130
Q3
704
AVG
335
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,065
IQR
704
STD
428
VAR
184k
KURT.
-0.415
SKEW
0.866
SUM
983k
45
Low_Qual_Fin_SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
36
(1%)
ZEROES:
2,890
(99%)
MAX
1,064
95%
0
Q3
0
AVG
5
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,064
IQR
0.00
STD
46.3
VAR
2,145
KURT.
176
SKEW
12.1
SUM
13,703
46
Gr_Liv_Area
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
1,292
(44%)
ZEROES:
---
MAX
5,642
95%
2,463
Q3
1,743
AVG
1,500
MEDIAN
1,442
Q1
1,126
5%
861
MIN
334
RANGE
5,308
IQR
617
STD
506
VAR
256k
KURT.
4.14
SKEW
1.27
SUM
4.4M
47
Bsmt_Full_Bath
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
48
Bsmt_Half_Bath
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
49
Full_Bath
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
50
Half_Bath
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
51
Bedroom_AbvGr
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
52
Kitchen_AbvGr
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
53
Kitchen_Qual
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
54
TotRms_AbvGrd
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
14
(<1%)
ZEROES:
---
MAX
15.0
95%
9.0
Q3
7.0
AVG
6.4
MEDIAN
6.0
Q1
5.0
5%
4.0
MIN
2.0
RANGE
13.0
IQR
2.00
STD
1.57
VAR
2.47
KURT.
1.15
SKEW
0.754
SUM
18,878
55
Functional
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
56
Fireplaces
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
57
Fireplace_Qu
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
58
Garage_Type
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
59
Garage_Finish
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
60
Garage_Cars
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
61
Garage_Area
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
603
(21%)
ZEROES:
158
(5%)
MAX
1,488
95%
856
Q3
576
MEDIAN
480
AVG
473
Q1
320
5%
0
MIN
0
RANGE
1,488
IQR
256
STD
215
VAR
46,306
KURT.
0.948
SKEW
0.240
SUM
1.4M
62
Garage_Qual
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
63
Garage_Cond
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
64
Paved_Drive
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
65
Wood_Deck_SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
380
(13%)
ZEROES:
1,526
(52%)
MAX
1,424
95%
328
Q3
168
AVG
94
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,424
IQR
168
STD
126
VAR
15,967
KURT.
6.75
SKEW
1.84
SUM
275k
66
Open_Porch_SF
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
252
(9%)
ZEROES:
1,300
(44%)
MAX
742
95%
183
Q3
70
AVG
48
MEDIAN
27
Q1
0
5%
0
MIN
0
RANGE
742
IQR
70.0
STD
67.5
VAR
4,554
KURT.
11.0
SKEW
2.54
SUM
139k
67
Enclosed_Porch
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
183
(6%)
ZEROES:
2,471
(84%)
MAX
1,012
95%
176
Q3
0
AVG
23
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,012
IQR
0.00
STD
64.1
VAR
4,114
KURT.
28.5
SKEW
4.01
SUM
67,424
68
Three_season_porch
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
31
(1%)
ZEROES:
2,893
(99%)
MAX
508
95%
0
Q3
0
AVG
3
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
508
IQR
0.00
STD
25.1
VAR
632
KURT.
150
SKEW
11.4
SUM
7,596
69
Screen_Porch
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
121
(4%)
ZEROES:
2,674
(91%)
MAX
576
95%
161
Q3
0
AVG
16
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
576
IQR
0.00
STD
56.1
VAR
3,146
KURT.
17.9
SKEW
3.96
SUM
46,886
70
Pool_Area
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
14
(<1%)
ZEROES:
2,917
(>99%)
MAX
800
95%
0
Q3
0
AVG
2
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
800
IQR
0.00
STD
35.6
VAR
1,267
KURT.
300
SKEW
16.9
SUM
6,573
71
Pool_QC
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
72
Fence
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
73
Misc_Feature
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
74
Misc_Val
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
38
(1%)
ZEROES:
2,827
(96%)
MAX
17,000
95%
0
Q3
0
AVG
51
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
17,000
IQR
0.00
STD
566
VAR
321k
KURT.
566
SKEW
22.0
SUM
148k
75
Mo_Sold
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.2
MEDIAN
6.0
Q1
4.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
4.00
STD
2.71
VAR
7.37
KURT.
-0.455
SKEW
0.193
SUM
18,213
76
Year_Sold
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
77
Sale_Type
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
78
Sale_Condition
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
79
Sale_Price
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
1,032
(35%)
ZEROES:
---
MAX
755k
95%
335k
Q3
214k
AVG
181k
MEDIAN
160k
Q1
130k
5%
88k
MIN
13k
RANGE
742k
IQR
84,000
STD
79,887
VAR
6.4B
KURT.
5.12
SKEW
1.74
SUM
529.7M
80
Longitude
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
2,777
(95%)
ZEROES:
---
MAX
-93.577
95%
-93.606
Q3
-93.622
MEDIAN
-93.642
AVG
-93.643
Q1
-93.660
5%
-93.689
MIN
-93.693
RANGE
0.116
IQR
0.038
STD
0.026
VAR
6.60e-4
KURT.
-0.934
SKEW
-0.309
SUM
-274k
81
Latitude
VALUES:
2,930
(100%)
MISSING:
---
DISTINCT:
2,762
(94%)
ZEROES:
---
MAX
42.063
95%
42.061
Q3
42.050
MEDIAN
42.035
AVG
42.034
Q1
42.022
5%
41.995
MIN
41.986
RANGE
0.077
IQR
0.028
STD
0.018
VAR
3.39e-4
KURT.
-0.178
SKEW
-0.487
SUM
123k
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
MS_SubClass
MISSING:
---
TOP CATEGORIES
One_Story_1946_and_Newer_All_Styles
1,079
37%
Two_Story_1946_and_Newer
575
20%
One_and_Half_Story_Finished_All_Ages
287
10%
One_Story_PUD_1946_and_Newer
192
7%
One_Story_1945_and_Older
139
5%
Two_Story_PUD_1946_and_Newer
129
4%
Two_Story_1945_and_Older
128
4%
Split_or_Multilevel
118
4%
Duplex_All_Styles_and_Ages
109
4%
Two_Family_conversion_All_Styles_and_Ages
61
2%
Split_Foyer
48
2%
Two_and_Half_Story_All_Ages
23
<1%
One_and_Half_Story_Unfinished_All_Ages
18
<1%
PUD_Multilevel_Split_Level_Foyer
17
<1%
One_Story_with_Finished_Attic_All_Ages
6
<1%
One_and_Half_Story_PUD_All_Ages
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MS_SubClass
PROVIDES INFORMATION ON...
House_Style
0.89
Bldg_Type
0.89
Kitchen_AbvGr
0.76
Half_Bath
0.42
MS_Zoning
0.31
Central_Air
0.31
Garage_Type
0.30
Paved_Drive
0.27
Bedroom_AbvGr
0.27
Foundation
0.26
Alley
0.24
Heating
0.24
Neighborhood
0.23
Garage_Qual
0.22

THESE FEATURES
GIVE INFORMATION
ON MS_SubClass:
House_Style
0.56
Neighborhood
0.34
Bldg_Type
0.30
Garage_Type
0.16
Bedroom_AbvGr
0.16
Half_Bath
0.15
Foundation
0.14
Exterior_2nd
0.14
Exterior_1st
0.13
Bsmt_Qual
0.12
Garage_Finish
0.12
Overall_Qual
0.12
MS_Zoning
0.11
Garage_Cars
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MS_SubClass
CORRELATION RATIO WITH...
Second_Flr_SF
0.89
Year_Built
0.81
TotRms_AbvGrd
0.61
Gr_Liv_Area
0.60
First_Flr_SF
0.51
Sale_Price
0.50
Year_Remod_Add
0.48
Total_Bsmt_SF
0.47
Garage_Area
0.41
Enclosed_Porch
0.35
Latitude
0.34
Longitude
0.33
Lot_Area
0.31
Lot_Frontage
0.31
MS_Zoning
MISSING:
---
TOP CATEGORIES
Residential_Low_Density
2,273
78%
Residential_Medium_Density
462
16%
Floating_Village_Residential
139
5%
Residential_High_Density
27
<1%
C_all
25
<1%
I_all
2
<1%
A_agr
2
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MS_Zoning
PROVIDES INFORMATION ON...
Alley
0.29
Street
0.28
Utilities
0.26
Neighborhood
0.17
Paved_Drive
0.13
MS_SubClass
0.11
Central_Air
0.11
Foundation
0.10
Bldg_Type
0.09
Garage_Type
0.09
Garage_Qual
0.09
Exter_Qual
0.08
Garage_Cond
0.08
Heating
0.07

THESE FEATURES
GIVE INFORMATION
ON MS_Zoning:
Neighborhood
0.69
MS_SubClass
0.31
Foundation
0.14
Exterior_1st
0.14
Exterior_2nd
0.13
Garage_Type
0.13
Alley
0.12
Bsmt_Qual
0.11
Overall_Qual
0.11
Garage_Finish
0.10
Exter_Qual
0.10
Garage_Cars
0.09
Overall_Cond
0.09
House_Style
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MS_Zoning
CORRELATION RATIO WITH...
Year_Built
0.50
Longitude
0.37
Sale_Price
0.34
First_Flr_SF
0.30
Year_Remod_Add
0.30
Garage_Area
0.29
Total_Bsmt_SF
0.29
Latitude
0.28
Lot_Area
0.27
Enclosed_Porch
0.21
Open_Porch_SF
0.21
Wood_Deck_SF
0.18
Gr_Liv_Area
0.17
Lot_Frontage
0.14
Lot_Frontage
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
First_Flr_SF
0.24
Total_Bsmt_SF
0.21
Sale_Price
0.20
TotRms_AbvGrd
0.20
Garage_Area
0.19
Gr_Liv_Area
0.19
Bsmt_Unf_SF
0.14
Lot_Area
0.14
Mas_Vnr_Area
0.11
Pool_Area
0.11
Open_Porch_SF
0.09
Year_Remod_Add
0.07
Latitude
0.05
Screen_Porch
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.32
MS_SubClass
0.31
Bldg_Type
0.29
Lot_Config
0.24
Garage_Cars
0.24
Overall_Qual
0.22
Bsmt_Qual
0.19
Lot_Shape
0.19
Kitchen_Qual
0.18
Sale_Condition
0.17
Sale_Type
0.17
Fireplace_Qu
0.17
Exter_Qual
0.16
Roof_Matl
0.15
MOST FREQUENT VALUES
0
490
16.7%
60
276
9.4%
80
137
4.7%
70
133
4.5%
50
117
4.0%
75
105
3.6%
65
93
3.2%
85
76
2.6%
21
50
1.7%
24
49
1.7%
63
47
1.6%
90
46
1.6%
78
46
1.6%
68
44
1.5%
64
43
1.5%
SMALLEST VALUES
0
490
16.7%
21
50
1.7%
22
1
<0.1%
24
49
1.7%
25
1
<0.1%
26
3
0.1%
28
1
<0.1%
30
12
0.4%
31
1
<0.1%
32
8
0.3%
33
3
0.1%
34
16
0.5%
35
19
0.6%
36
9
0.3%
37
7
0.2%
LARGEST VALUES
313
2
<0.1%
200
1
<0.1%
195
1
<0.1%
182
1
<0.1%
174
2
<0.1%
168
1
<0.1%
160
3
0.1%
155
1
<0.1%
153
1
<0.1%
152
1
<0.1%
150
2
<0.1%
149
2
<0.1%
144
1
<0.1%
141
1
<0.1%
140
2
<0.1%
Lot_Area
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
First_Flr_SF
0.33
Gr_Liv_Area
0.29
Sale_Price
0.27
Total_Bsmt_SF
0.25
TotRms_AbvGrd
0.22
Garage_Area
0.21
Wood_Deck_SF
0.16
Lot_Frontage
0.14
Mas_Vnr_Area
0.13
Open_Porch_SF
0.10
Longitude
-0.10
Pool_Area
0.09
BsmtFin_SF_2
0.08
Misc_Val
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Land_Slope
0.47
Neighborhood
0.40
Lot_Shape
0.32
Land_Contour
0.32
MS_SubClass
0.31
Bldg_Type
0.29
Fireplaces
0.29
MS_Zoning
0.27
Bsmt_Exposure
0.22
Roof_Matl
0.21
Bsmt_Full_Bath
0.21
Fireplace_Qu
0.19
Garage_Cars
0.18
Garage_Type
0.18
MOST FREQUENT VALUES
9600
44
1.5%
7200
43
1.5%
6000
34
1.2%
9000
29
1.0%
10800
25
0.9%
8400
21
0.7%
7500
21
0.7%
6240
18
0.6%
1680
18
0.6%
6120
17
0.6%
7000
13
0.4%
9750
12
0.4%
8125
12
0.4%
9100
12
0.4%
10400
11
0.4%
SMALLEST VALUES
1300
1
<0.1%
1470
1
<0.1%
1476
1
<0.1%
1477
2
<0.1%
1484
1
<0.1%
1488
1
<0.1%
1491
1
<0.1%
1495
1
<0.1%
1504
1
<0.1%
1526
2
<0.1%
1533
4
0.1%
1596
2
<0.1%
1612
1
<0.1%
1680
18
0.6%
1700
1
<0.1%
LARGEST VALUES
215245
1
<0.1%
164660
1
<0.1%
159000
1
<0.1%
115149
1
<0.1%
70761
1
<0.1%
63887
1
<0.1%
57200
1
<0.1%
56600
1
<0.1%
53504
1
<0.1%
53227
1
<0.1%
53107
1
<0.1%
51974
1
<0.1%
50271
1
<0.1%
50102
1
<0.1%
47280
1
<0.1%
Street
MISSING:
---
TOP CATEGORIES
Pave
2,918
>99%
Grvl
12
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
Utilities
0.16
MS_Zoning
0.01
Land_Slope
0.01
Paved_Drive
0.01
Misc_Feature
0.01
Exter_Qual
0.01
Land_Contour
0.01
Central_Air
0.01
Sale_Condition
0.00
Condition_1
0.00
Neighborhood
0.00
Sale_Type
0.00
Kitchen_Qual
0.00
Garage_Type
0.00

THESE FEATURES
GIVE INFORMATION
ON Street:
Neighborhood
0.37
MS_Zoning
0.28
Exter_Qual
0.20
MS_SubClass
0.15
Overall_Qual
0.13
Sale_Condition
0.12
Garage_Type
0.12
Paved_Drive
0.12
Kitchen_Qual
0.11
Exterior_1st
0.11
Exterior_2nd
0.10
Land_Contour
0.09
Condition_1
0.09
Foundation
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
Lot_Area
0.13
Year_Remod_Add
0.08
Year_Built
0.06
Sale_Price
0.06
Gr_Liv_Area
0.06
TotRms_AbvGrd
0.05
Latitude
0.05
Longitude
0.04
Enclosed_Porch
0.04
Second_Flr_SF
0.04
Total_Bsmt_SF
0.03
First_Flr_SF
0.03
Lot_Frontage
0.03
Mas_Vnr_Area
0.02
Alley
MISSING:
---
TOP CATEGORIES
No_Alley_Access
2,732
93%
Gravel
120
4%
Paved
78
3%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MS_Zoning
0.12
Paved_Drive
0.05
Neighborhood
0.04
Garage_Type
0.04
Heating
0.04
Central_Air
0.04
MS_SubClass
0.03
Foundation
0.03
Bldg_Type
0.03
Electrical
0.03
Garage_Cond
0.03
Garage_Qual
0.03
Bsmt_Qual
0.02
Garage_Finish
0.02

THESE FEATURES
GIVE INFORMATION
ON Alley:
Neighborhood
0.44
MS_Zoning
0.29
MS_SubClass
0.24
Garage_Type
0.15
Exterior_2nd
0.13
Exterior_1st
0.13
Foundation
0.12
Garage_Finish
0.09
Bsmt_Qual
0.08
BsmtFin_SF_1
0.08
BsmtFin_Type_1
0.08
Bldg_Type
0.08
House_Style
0.07
Overall_Cond
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
Year_Built
0.35
Enclosed_Porch
0.19
Longitude
0.18
Sale_Price
0.15
Year_Remod_Add
0.15
First_Flr_SF
0.14
Total_Bsmt_SF
0.13
Open_Porch_SF
0.12
Wood_Deck_SF
0.11
Garage_Area
0.11
Second_Flr_SF
0.11
Mas_Vnr_Area
0.11
Lot_Area
0.10
Latitude
0.08
Lot_Shape
MISSING:
---
TOP CATEGORIES
Regular
1,859
63%
Slightly_Irregular
979
33%
Moderately_Irregular
76
3%
Irregular
16
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Lot_Shape
PROVIDES INFORMATION ON...
Lot_Config
0.09
MS_Zoning
0.06
Pool_QC
0.06
Roof_Matl
0.05
Utilities
0.05
Paved_Drive
0.04
Garage_Type
0.04
Neighborhood
0.04
Land_Contour
0.04
Bsmt_Qual
0.04
Alley
0.04
Condition_2
0.04
Central_Air
0.04
Garage_Qual
0.04

THESE FEATURES
GIVE INFORMATION
ON Lot_Shape:
Neighborhood
0.16
Lot_Config
0.09
MS_SubClass
0.09
Garage_Type
0.06
Bsmt_Qual
0.06
Garage_Finish
0.06
MS_Zoning
0.06
Overall_Qual
0.05
Garage_Cars
0.05
Foundation
0.04
Exterior_2nd
0.04
Fireplace_Qu
0.04
Exter_Qual
0.03
Full_Bath
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Lot_Shape
CORRELATION RATIO WITH...
Lot_Area
0.32
Sale_Price
0.30
Year_Built
0.29
Gr_Liv_Area
0.22
Total_Bsmt_SF
0.21
Garage_Area
0.21
Year_Remod_Add
0.21
First_Flr_SF
0.21
Lot_Frontage
0.19
Wood_Deck_SF
0.18
Longitude
0.17
TotRms_AbvGrd
0.13
Mas_Vnr_Area
0.12
Latitude
0.12
Land_Contour
MISSING:
---
TOP CATEGORIES
Lvl
2,633
90%
HLS
120
4%
Bnk
117
4%
Low
60
2%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Land_Contour
PROVIDES INFORMATION ON...
Land_Slope
0.38
Roof_Matl
0.12
Street
0.09
Utilities
0.08
Pool_QC
0.07
Condition_2
0.07
Neighborhood
0.04
Bsmt_Exposure
0.03
Central_Air
0.03
Lot_Shape
0.02
Exter_Qual
0.02
Roof_Style
0.02
Bsmt_Qual
0.02
MS_SubClass
0.02

THESE FEATURES
GIVE INFORMATION
ON Land_Contour:
Neighborhood
0.27
Land_Slope
0.18
Bsmt_Exposure
0.08
MS_SubClass
0.08
Overall_Qual
0.06
Exterior_2nd
0.05
Exterior_1st
0.05
Bsmt_Qual
0.05
Exter_Qual
0.04
Lot_Shape
0.04
Garage_Finish
0.04
Foundation
0.04
House_Style
0.03
Fireplace_Qu
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Land_Contour
CORRELATION RATIO WITH...
Lot_Area
0.32
Sale_Price
0.21
Year_Built
0.21
Latitude
0.16
Wood_Deck_SF
0.14
Year_Remod_Add
0.13
Garage_Area
0.12
Low_Qual_Fin_SF
0.12
First_Flr_SF
0.11
Total_Bsmt_SF
0.11
TotRms_AbvGrd
0.10
Gr_Liv_Area
0.10
Bsmt_Unf_SF
0.09
Longitude
0.09
Utilities
MISSING:
---
TOP CATEGORIES
AllPub
2,927
>99%
NoSewr
2
<1%
NoSeWa
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
Street
0.05
Electrical
0.01
Functional
0.01
Bsmt_Half_Bath
0.00
Sale_Type
0.00
Misc_Feature
0.00
MS_Zoning
0.00
BsmtFin_Type_2
0.00
Overall_Cond
0.00
Lot_Config
0.00
Central_Air
0.00
Exter_Cond
0.00
Bsmt_Cond
0.00
Exter_Qual
0.00

THESE FEATURES
GIVE INFORMATION
ON Utilities:
Overall_Cond
0.37
Neighborhood
0.34
Electrical
0.32
Sale_Type
0.27
Overall_Qual
0.27
Exterior_2nd
0.26
MS_Zoning
0.26
Functional
0.24
Exterior_1st
0.23
BsmtFin_Type_2
0.22
Lot_Config
0.21
Garage_Type
0.19
BsmtFin_SF_1
0.18
BsmtFin_Type_1
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
Screen_Porch
0.07
Lot_Area
0.06
Mas_Vnr_Area
0.05
Year_Remod_Add
0.05
Mo_Sold
0.04
Longitude
0.04
Year_Built
0.04
BsmtFin_SF_2
0.03
Latitude
0.03
Sale_Price
0.03
Lot_Frontage
0.03
Second_Flr_SF
0.03
Open_Porch_SF
0.02
Enclosed_Porch
0.02
Lot_Config
MISSING:
---
TOP CATEGORIES
Inside
2,140
73%
Corner
511
17%
CulDSac
180
6%
FR2
85
3%
FR3
14
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Lot_Config
PROVIDES INFORMATION ON...
Utilities
0.21
Lot_Shape
0.09
Condition_2
0.07
Pool_QC
0.06
Roof_Matl
0.06
Condition_1
0.04
Alley
0.03
Bldg_Type
0.03
Heating
0.02
MS_Zoning
0.02
Neighborhood
0.02
Central_Air
0.02
Garage_Cond
0.02
Land_Slope
0.02

THESE FEATURES
GIVE INFORMATION
ON Lot_Config:
Lot_Shape
0.09
Neighborhood
0.07
MS_SubClass
0.04
Condition_1
0.03
Exterior_2nd
0.03
Bsmt_Qual
0.02
Bldg_Type
0.02
MS_Zoning
0.02
BsmtFin_SF_1
0.02
Exterior_1st
0.02
BsmtFin_Type_1
0.02
Garage_Type
0.02
Garage_Cars
0.01
House_Style
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Lot_Config
CORRELATION RATIO WITH...
Lot_Frontage
0.24
Lot_Area
0.18
Year_Built
0.15
Sale_Price
0.14
Garage_Area
0.11
Longitude
0.11
First_Flr_SF
0.11
Gr_Liv_Area
0.10
Wood_Deck_SF
0.10
Year_Remod_Add
0.10
Total_Bsmt_SF
0.08
Bsmt_Unf_SF
0.07
Enclosed_Porch
0.07
Mas_Vnr_Area
0.06
Land_Slope
MISSING:
---
TOP CATEGORIES
Gtl
2,789
95%
Mod
125
4%
Sev
16
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Land_Slope
PROVIDES INFORMATION ON...
Land_Contour
0.18
Roof_Matl
0.11
Street
0.07
Bsmt_Exposure
0.02
Heating
0.02
Roof_Style
0.02
Pool_QC
0.01
Neighborhood
0.01
Functional
0.01
Fireplaces
0.01
Bsmt_Full_Bath
0.01
Bsmt_Half_Bath
0.01
Lot_Shape
0.01
Condition_2
0.01

THESE FEATURES
GIVE INFORMATION
ON Land_Slope:
Land_Contour
0.38
Neighborhood
0.19
Bsmt_Exposure
0.12
Exterior_1st
0.06
Exterior_2nd
0.05
Roof_Matl
0.05
MS_SubClass
0.05
Fireplaces
0.05
Roof_Style
0.05
Overall_Qual
0.04
Bedroom_AbvGr
0.04
Bsmt_Full_Bath
0.03
Lot_Shape
0.03
Garage_Type
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Land_Slope
CORRELATION RATIO WITH...
Lot_Area
0.47
Latitude
0.15
Bsmt_Unf_SF
0.11
BsmtFin_SF_2
0.10
Wood_Deck_SF
0.09
Screen_Porch
0.07
First_Flr_SF
0.07
Sale_Price
0.07
TotRms_AbvGrd
0.05
Lot_Frontage
0.05
Total_Bsmt_SF
0.05
Year_Remod_Add
0.05
Year_Built
0.04
Longitude
0.04
Neighborhood
MISSING:
---
TOP CATEGORIES
North_Ames
443
15%
College_Creek
267
9%
Old_Town
239
8%
Edwards
194
7%
Somerset
182
6%
Northridge_Heights
166
6%
Gilbert
165
6%
Sawyer
151
5%
Northwest_Ames
131
4%
Sawyer_West
125
4%
Mitchell
114
4%
Brookside
108
4%
Crawford
103
4%
Iowa_DOT_and_Rail_Road
93
3%
Timberland
72
2%
Northridge
71
2%
Stone_Brook
51
2%
(Other)
255
9%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Neighborhood
PROVIDES INFORMATION ON...
MS_Zoning
0.69
Alley
0.44
Foundation
0.44
Exter_Qual
0.43
Bsmt_Qual
0.41
Street
0.37
Bldg_Type
0.36
Utilities
0.34
MS_SubClass
0.34
Paved_Drive
0.31
Full_Bath
0.30
Kitchen_Qual
0.30
Garage_Cars
0.29
Condition_2
0.29

THESE FEATURES
GIVE INFORMATION
ON Neighborhood:
MS_SubClass
0.23
Exterior_2nd
0.18
Exterior_1st
0.18
MS_Zoning
0.17
Overall_Qual
0.17
Bsmt_Qual
0.16
Foundation
0.16
Exter_Qual
0.12
Garage_Cars
0.11
Garage_Type
0.11
Garage_Finish
0.10
BsmtFin_SF_1
0.10
BsmtFin_Type_1
0.10
Kitchen_Qual
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
CORRELATION RATIO WITH...
Latitude
0.98
Longitude
0.98
Year_Built
0.88
Sale_Price
0.76
Year_Remod_Add
0.65
Garage_Area
0.58
Total_Bsmt_SF
0.54
First_Flr_SF
0.54
Mas_Vnr_Area
0.53
Gr_Liv_Area
0.53
Second_Flr_SF
0.45
Lot_Area
0.40
TotRms_AbvGrd
0.40
Enclosed_Porch
0.36
Condition_1
MISSING:
---
TOP CATEGORIES
Norm
2,522
86%
Feedr
164
6%
Artery
92
3%
RRAn
50
2%
PosN
39
1%
RRAe
28
<1%
PosA
20
<1%
RRNn
9
<1%
RRNe
6
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition_1
PROVIDES INFORMATION ON...
Condition_2
0.46
Street
0.09
Pool_QC
0.09
Roof_Matl
0.08
Utilities
0.07
Neighborhood
0.05
Paved_Drive
0.04
Bsmt_Qual
0.04
Bldg_Type
0.03
MS_SubClass
0.03
Lot_Config
0.03
Alley
0.03
Kitchen_AbvGr
0.03
Electrical
0.03

THESE FEATURES
GIVE INFORMATION
ON Condition_1:
Neighborhood
0.22
MS_SubClass
0.11
Bsmt_Qual
0.06
Exterior_2nd
0.06
Exterior_1st
0.06
Overall_Qual
0.06
Condition_2
0.05
Garage_Type
0.05
Garage_Finish
0.04
Lot_Config
0.04
Exter_Qual
0.04
House_Style
0.04
Bldg_Type
0.04
Foundation
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition_1
CORRELATION RATIO WITH...
Year_Built
0.27
Longitude
0.21
Sale_Price
0.21
Year_Remod_Add
0.18
First_Flr_SF
0.16
Gr_Liv_Area
0.14
Total_Bsmt_SF
0.14
Garage_Area
0.13
Mas_Vnr_Area
0.13
Enclosed_Porch
0.13
Latitude
0.13
Lot_Frontage
0.11
TotRms_AbvGrd
0.10
Wood_Deck_SF
0.10
Condition_2
MISSING:
---
TOP CATEGORIES
Norm
2,900
99%
Feedr
13
<1%
Artery
5
<1%
PosA
4
<1%
PosN
4
<1%
RRNn
2
<1%
RRAe
1
<1%
RRAn
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition_2
PROVIDES INFORMATION ON...
Condition_1
0.05
Kitchen_AbvGr
0.02
Misc_Feature
0.02
Exter_Qual
0.02
Land_Contour
0.01
Roof_Style
0.01
Kitchen_Qual
0.01
Overall_Qual
0.01
Garage_Qual
0.01
Bsmt_Qual
0.01
Bldg_Type
0.01
MS_SubClass
0.01
Neighborhood
0.01
Garage_Type
0.01

THESE FEATURES
GIVE INFORMATION
ON Condition_2:
Condition_1
0.46
Neighborhood
0.29
Overall_Qual
0.21
MS_SubClass
0.21
Exter_Qual
0.18
Bsmt_Qual
0.13
Kitchen_Qual
0.13
Fireplace_Qu
0.11
Overall_Cond
0.11
Exterior_1st
0.11
Exterior_2nd
0.10
Garage_Type
0.10
BsmtFin_Type_1
0.10
BsmtFin_SF_1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition_2
CORRELATION RATIO WITH...
Misc_Val
0.27
Sale_Price
0.16
First_Flr_SF
0.15
Total_Bsmt_SF
0.14
Gr_Liv_Area
0.12
Garage_Area
0.10
Year_Built
0.10
TotRms_AbvGrd
0.10
Open_Porch_SF
0.10
Mas_Vnr_Area
0.10
Lot_Frontage
0.08
Year_Remod_Add
0.07
Low_Qual_Fin_SF
0.07
Bsmt_Unf_SF
0.07
Bldg_Type
MISSING:
---
TOP CATEGORIES
OneFam
2,425
83%
TwnhsE
233
8%
Duplex
109
4%
Twnhs
101
3%
TwoFmCon
62
2%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bldg_Type
PROVIDES INFORMATION ON...
Kitchen_AbvGr
0.73
MS_SubClass
0.30
Bedroom_AbvGr
0.11
Central_Air
0.10
Heating
0.08
Neighborhood
0.08
MS_Zoning
0.08
Alley
0.08
Condition_2
0.07
Garage_Cond
0.06
Exter_Qual
0.06
Garage_Qual
0.06
Bsmt_Qual
0.06
Bsmt_Cond
0.05

THESE FEATURES
GIVE INFORMATION
ON Bldg_Type:
MS_SubClass
0.89
Neighborhood
0.36
Kitchen_AbvGr
0.21
Bedroom_AbvGr
0.19
Exterior_2nd
0.10
Bsmt_Qual
0.09
MS_Zoning
0.09
Exterior_1st
0.08
Overall_Qual
0.08
Exter_Qual
0.08
Garage_Finish
0.08
Garage_Type
0.08
Foundation
0.08
Garage_Cars
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bldg_Type
CORRELATION RATIO WITH...
TotRms_AbvGrd
0.33
Year_Built
0.31
Lot_Frontage
0.29
Lot_Area
0.29
Year_Remod_Add
0.23
First_Flr_SF
0.21
Sale_Price
0.19
Enclosed_Porch
0.15
Total_Bsmt_SF
0.15
Gr_Liv_Area
0.14
Garage_Area
0.14
Second_Flr_SF
0.14
Latitude
0.13
Bsmt_Unf_SF
0.10
House_Style
MISSING:
---
TOP CATEGORIES
One_Story
1,481
51%
Two_Story
873
30%
One_and_Half_Fin
314
11%
SLvl
128
4%
SFoyer
83
3%
Two_and_Half_Unf
24
<1%
One_and_Half_Unf
19
<1%
Two_and_Half_Fin
8
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
House_Style
PROVIDES INFORMATION ON...
MS_SubClass
0.56
Half_Bath
0.32
Utilities
0.18
Garage_Type
0.12
Pool_QC
0.11
Bedroom_AbvGr
0.11
Foundation
0.10
Neighborhood
0.10
Heating
0.10
Full_Bath
0.09
Condition_2
0.08
MS_Zoning
0.08
Bsmt_Qual
0.08
Bsmt_Exposure
0.08

THESE FEATURES
GIVE INFORMATION
ON House_Style:
MS_SubClass
0.89
Neighborhood
0.22
Half_Bath
0.17
Bedroom_AbvGr
0.11
Garage_Type
0.10
Exterior_2nd
0.08
Foundation
0.08
Exterior_1st
0.08
Overall_Qual
0.08
Bsmt_Qual
0.07
Bsmt_Exposure
0.07
BsmtFin_SF_1
0.06
BsmtFin_Type_1
0.06
Full_Bath
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
House_Style
CORRELATION RATIO WITH...
Second_Flr_SF
0.91
Gr_Liv_Area
0.53
TotRms_AbvGrd
0.50
Year_Built
0.48
Low_Qual_Fin_SF
0.47
First_Flr_SF
0.41
Total_Bsmt_SF
0.36
Year_Remod_Add
0.32
Sale_Price
0.28
Bsmt_Unf_SF
0.25
Garage_Area
0.23
Open_Porch_SF
0.22
Enclosed_Porch
0.22
Latitude
0.22
Overall_Qual
MISSING:
---
TOP CATEGORIES
Average
825
28%
Above_Average
732
25%
Good
602
21%
Very_Good
350
12%
Below_Average
226
8%
Excellent
107
4%
Fair
40
1%
Very_Excellent
31
1%
Poor
13
<1%
Very_Poor
4
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Overall_Qual
PROVIDES INFORMATION ON...
Exter_Qual
0.47
Kitchen_Qual
0.34
Bsmt_Qual
0.30
Utilities
0.27
Garage_Cars
0.25
Full_Bath
0.24
Pool_QC
0.22
Condition_2
0.21
Foundation
0.20
Central_Air
0.19
Neighborhood
0.17
Garage_Finish
0.16
Garage_Cond
0.16
Sale_Type
0.15

THESE FEATURES
GIVE INFORMATION
ON Overall_Qual:
Neighborhood
0.28
Exter_Qual
0.23
Bsmt_Qual
0.20
Kitchen_Qual
0.19
Garage_Cars
0.16
MS_SubClass
0.13
Foundation
0.12
Garage_Finish
0.11
Full_Bath
0.11
BsmtFin_SF_1
0.11
BsmtFin_Type_1
0.11
Exterior_1st
0.10
Exterior_2nd
0.10
Fireplace_Qu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Overall_Qual
CORRELATION RATIO WITH...
Sale_Price
0.84
Year_Built
0.61
Total_Bsmt_SF
0.59
Gr_Liv_Area
0.59
Year_Remod_Add
0.59
Garage_Area
0.58
First_Flr_SF
0.54
Mas_Vnr_Area
0.49
TotRms_AbvGrd
0.40
Latitude
0.32
Open_Porch_SF
0.31
Second_Flr_SF
0.30
Longitude
0.30
Bsmt_Unf_SF
0.29
Overall_Cond
MISSING:
---
TOP CATEGORIES
Average
1,654
56%
Above_Average
533
18%
Good
390
13%
Very_Good
144
5%
Below_Average
101
3%
Fair
50
2%
Excellent
41
1%
Poor
10
<1%
Very_Poor
7
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Overall_Cond
PROVIDES INFORMATION ON...
Utilities
0.37
Exter_Cond
0.20
Exter_Qual
0.16
Foundation
0.16
Bsmt_Qual
0.15
Heating
0.12
Full_Bath
0.11
Paved_Drive
0.11
Central_Air
0.11
Condition_2
0.11
Sale_Type
0.10
Garage_Cars
0.09
Overall_Qual
0.09
Functional
0.09

THESE FEATURES
GIVE INFORMATION
ON Overall_Cond:
Neighborhood
0.19
Bsmt_Qual
0.13
Foundation
0.13
Overall_Qual
0.12
MS_SubClass
0.12
Exter_Qual
0.10
Exterior_1st
0.10
Exterior_2nd
0.09
Garage_Cars
0.08
Garage_Finish
0.07
BsmtFin_SF_1
0.07
Full_Bath
0.07
BsmtFin_Type_1
0.07
Exter_Cond
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Overall_Cond
CORRELATION RATIO WITH...
Year_Built
0.63
Year_Remod_Add
0.43
Sale_Price
0.39
Garage_Area
0.33
Longitude
0.31
Total_Bsmt_SF
0.29
Gr_Liv_Area
0.23
First_Flr_SF
0.22
Mas_Vnr_Area
0.22
Latitude
0.21
Bsmt_Unf_SF
0.19
Enclosed_Porch
0.19
Open_Porch_SF
0.17
TotRms_AbvGrd
0.16
Year_Built
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Year_Remod_Add
0.61
Sale_Price
0.56
Garage_Area
0.48
Longitude
-0.43
Total_Bsmt_SF
0.41
Enclosed_Porch
-0.37
First_Flr_SF
0.31
Mas_Vnr_Area
0.31
Latitude
0.25
Gr_Liv_Area
0.24
Wood_Deck_SF
0.23
Open_Porch_SF
0.20
Low_Qual_Fin_SF
-0.14
Bsmt_Unf_SF
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.88
MS_SubClass
0.81
Bsmt_Qual
0.77
Foundation
0.76
Exterior_1st
0.66
Exterior_2nd
0.65
Garage_Finish
0.63
Overall_Cond
0.63
Exter_Qual
0.62
Overall_Qual
0.61
Garage_Type
0.61
Garage_Cars
0.57
Kitchen_Qual
0.55
BsmtFin_SF_1
0.52
MOST FREQUENT VALUES
2005
142
4.8%
2006
138
4.7%
2007
109
3.7%
2004
99
3.4%
2003
88
3.0%
1977
57
1.9%
1920
57
1.9%
1976
54
1.8%
1999
52
1.8%
2008
49
1.7%
1958
48
1.6%
2000
48
1.6%
1998
47
1.6%
2002
47
1.6%
1968
45
1.5%
SMALLEST VALUES
1872
1
<0.1%
1875
1
<0.1%
1879
1
<0.1%
1880
5
0.2%
1882
1
<0.1%
1885
2
<0.1%
1890
7
0.2%
1892
2
<0.1%
1893
1
<0.1%
1895
3
0.1%
1896
1
<0.1%
1898
1
<0.1%
1900
29
1.0%
1901
2
<0.1%
1902
1
<0.1%
LARGEST VALUES
2010
3
0.1%
2009
25
0.9%
2008
49
1.7%
2007
109
3.7%
2006
138
4.7%
2005
142
4.8%
2004
99
3.4%
2003
88
3.0%
2002
47
1.6%
2001
35
1.2%
2000
48
1.6%
1999
52
1.8%
1998
47
1.6%
1997
35
1.2%
1996
34
1.2%
Year_Remod_Add
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Year_Built
0.61
Sale_Price
0.53
Garage_Area
0.38
Longitude
-0.32
Gr_Liv_Area
0.32
Total_Bsmt_SF
0.30
First_Flr_SF
0.24
Open_Porch_SF
0.24
Enclosed_Porch
-0.22
Wood_Deck_SF
0.22
TotRms_AbvGrd
0.20
Mas_Vnr_Area
0.19
Latitude
0.18
Bsmt_Unf_SF
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.65
Kitchen_Qual
0.64
Exter_Qual
0.62
Bsmt_Qual
0.61
Foundation
0.59
Overall_Qual
0.59
Exterior_1st
0.57
Exterior_2nd
0.56
Heating_QC
0.55
BsmtFin_SF_1
0.50
BsmtFin_Type_1
0.50
MS_SubClass
0.48
Full_Bath
0.47
Garage_Finish
0.47
MOST FREQUENT VALUES
1950
361
12.3%
2006
202
6.9%
2007
164
5.6%
2005
141
4.8%
2004
111
3.8%
2000
104
3.5%
2003
99
3.4%
2002
82
2.8%
2008
81
2.8%
1998
79
2.7%
1999
60
2.0%
1996
59
2.0%
1995
56
1.9%
1994
54
1.8%
1997
49
1.7%
SMALLEST VALUES
1950
361
12.3%
1951
14
0.5%
1952
15
0.5%
1953
20
0.7%
1954
28
1.0%
1955
25
0.9%
1956
30
1.0%
1957
20
0.7%
1958
34
1.2%
1959
30
1.0%
1960
29
1.0%
1961
24
0.8%
1962
26
0.9%
1963
30
1.0%
1964
26
0.9%
LARGEST VALUES
2010
13
0.4%
2009
34
1.2%
2008
81
2.8%
2007
164
5.6%
2006
202
6.9%
2005
141
4.8%
2004
111
3.8%
2003
99
3.4%
2002
82
2.8%
2001
49
1.7%
2000
104
3.5%
1999
60
2.0%
1998
79
2.7%
1997
49
1.7%
1996
59
2.0%
Roof_Style
MISSING:
---
TOP CATEGORIES
Gable
2,321
79%
Hip
551
19%
Gambrel
22
<1%
Flat
20
<1%
Mansard
11
<1%
Shed
5
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Roof_Style
PROVIDES INFORMATION ON...
Roof_Matl
0.46
Condition_2
0.09
Pool_QC
0.05
Land_Slope
0.05
Bsmt_Qual
0.05
Heating
0.04
Exter_Qual
0.04
Mas_Vnr_Type
0.04
House_Style
0.03
MS_SubClass
0.03
Kitchen_Qual
0.03
Utilities
0.03
Neighborhood
0.03
Overall_Qual
0.03

THESE FEATURES
GIVE INFORMATION
ON Roof_Style:
Neighborhood
0.14
MS_SubClass
0.11
Bsmt_Qual
0.09
Overall_Qual
0.08
Roof_Matl
0.07
House_Style
0.07
Exterior_2nd
0.06
Mas_Vnr_Type
0.06
Exter_Qual
0.05
Exterior_1st
0.05
Kitchen_Qual
0.05
Garage_Cars
0.05
Foundation
0.04
Garage_Type
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Roof_Style
CORRELATION RATIO WITH...
First_Flr_SF
0.35
Total_Bsmt_SF
0.31
Mas_Vnr_Area
0.30
Sale_Price
0.28
Garage_Area
0.19
Year_Built
0.17
Gr_Liv_Area
0.16
Second_Flr_SF
0.16
BsmtFin_SF_2
0.15
Lot_Area
0.15
TotRms_AbvGrd
0.15
Misc_Val
0.13
Lot_Frontage
0.12
Screen_Porch
0.11
Roof_Matl
MISSING:
---
TOP CATEGORIES
CompShg
2,887
99%
Tar&Grv
23
<1%
WdShake
9
<1%
WdShngl
7
<1%
Membran
1
<1%
ClyTile
1
<1%
Roll
1
<1%
Metal
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Roof_Matl
PROVIDES INFORMATION ON...
Pool_QC
0.10
Roof_Style
0.07
Land_Slope
0.05
Land_Contour
0.03
Kitchen_AbvGr
0.02
Functional
0.01
Bsmt_Exposure
0.01
Exterior_1st
0.01
Bsmt_Half_Bath
0.01
Fireplaces
0.01
Condition_1
0.01
Garage_Cond
0.01
Exterior_2nd
0.01
BsmtFin_Type_2
0.01

THESE FEATURES
GIVE INFORMATION
ON Roof_Matl:
Roof_Style
0.46
Neighborhood
0.27
Exterior_1st
0.25
Exterior_2nd
0.23
Bsmt_Exposure
0.14
MS_SubClass
0.13
Land_Contour
0.12
Fireplaces
0.11
Overall_Qual
0.11
Bedroom_AbvGr
0.11
Land_Slope
0.11
Garage_Type
0.08
Fireplace_Qu
0.08
BsmtFin_Type_2
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Roof_Matl
CORRELATION RATIO WITH...
Pool_Area
0.26
Total_Bsmt_SF
0.22
First_Flr_SF
0.21
Lot_Area
0.21
Gr_Liv_Area
0.20
BsmtFin_SF_2
0.16
Lot_Frontage
0.15
Sale_Price
0.13
Wood_Deck_SF
0.12
Garage_Area
0.11
TotRms_AbvGrd
0.11
Mas_Vnr_Area
0.10
Three_season_porch
0.09
Open_Porch_SF
0.08
Exterior_1st
MISSING:
---
TOP CATEGORIES
VinylSd
1,026
35%
MetalSd
450
15%
HdBoard
442
15%
Wd Sdng
420
14%
Plywood
221
8%
CemntBd
126
4%
BrkFace
88
3%
WdShing
56
2%
AsbShng
44
2%
Stucco
43
1%
BrkComm
6
<1%
AsphShn
2
<1%
CBlock
2
<1%
Stone
2
<1%
PreCast
1
<1%
ImStucc
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior_1st
PROVIDES INFORMATION ON...
Exterior_2nd
0.80
Roof_Matl
0.25
Foundation
0.24
Utilities
0.23
Heating
0.21
Pool_QC
0.20
Exter_Qual
0.20
Neighborhood
0.18
Bsmt_Qual
0.17
Central_Air
0.16
Electrical
0.16
Sale_Type
0.14
Heating_QC
0.14
Kitchen_Qual
0.14

THESE FEATURES
GIVE INFORMATION
ON Exterior_1st:
Exterior_2nd
0.82
Neighborhood
0.28
MS_SubClass
0.14
Foundation
0.14
Bsmt_Qual
0.11
Overall_Qual
0.10
Exter_Qual
0.09
Heating_QC
0.08
BsmtFin_SF_1
0.08
BsmtFin_Type_1
0.08
Kitchen_Qual
0.07
Overall_Cond
0.07
Garage_Cars
0.07
Garage_Finish
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior_1st
CORRELATION RATIO WITH...
Year_Built
0.66
Year_Remod_Add
0.57
Sale_Price
0.41
Longitude
0.38
Garage_Area
0.34
Enclosed_Porch
0.29
Total_Bsmt_SF
0.29
First_Flr_SF
0.25
Gr_Liv_Area
0.23
Bsmt_Unf_SF
0.23
BsmtFin_SF_2
0.21
Mas_Vnr_Area
0.20
Open_Porch_SF
0.20
Wood_Deck_SF
0.19
Exterior_2nd
MISSING:
---
TOP CATEGORIES
VinylSd
1,015
35%
MetalSd
447
15%
HdBoard
406
14%
Wd Sdng
397
14%
Plywood
274
9%
CmentBd
126
4%
Wd Shng
81
3%
Stucco
47
2%
BrkFace
47
2%
AsbShng
38
1%
Brk Cmn
22
<1%
ImStucc
15
<1%
Stone
6
<1%
AsphShn
4
<1%
CBlock
3
<1%
PreCast
1
<1%
Other
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior_2nd
PROVIDES INFORMATION ON...
Exterior_1st
0.82
Utilities
0.26
Foundation
0.24
Roof_Matl
0.23
Heating
0.22
Exter_Qual
0.20
Pool_QC
0.19
Neighborhood
0.18
Bsmt_Qual
0.17
Electrical
0.15
Central_Air
0.15
Sale_Type
0.14
Heating_QC
0.14
MS_SubClass
0.14

THESE FEATURES
GIVE INFORMATION
ON Exterior_2nd:
Exterior_1st
0.80
Neighborhood
0.28
MS_SubClass
0.14
Foundation
0.13
Bsmt_Qual
0.10
Overall_Qual
0.09
Exter_Qual
0.09
Heating_QC
0.08
BsmtFin_SF_1
0.08
BsmtFin_Type_1
0.08
Kitchen_Qual
0.07
Overall_Cond
0.06
Garage_Type
0.06
Garage_Cars
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior_2nd
CORRELATION RATIO WITH...
Year_Built
0.65
Year_Remod_Add
0.56
Sale_Price
0.41
Longitude
0.38
Garage_Area
0.34
Total_Bsmt_SF
0.29
Enclosed_Porch
0.28
First_Flr_SF
0.24
Bsmt_Unf_SF
0.24
Gr_Liv_Area
0.23
Open_Porch_SF
0.21
Mas_Vnr_Area
0.20
Second_Flr_SF
0.20
Latitude
0.20
Mas_Vnr_Type
MISSING:
---
TOP CATEGORIES
None
1,775
61%
BrkFace
880
30%
Stone
249
8%
BrkCmn
25
<1%
CBlock
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Mas_Vnr_Type
PROVIDES INFORMATION ON...
Paved_Drive
0.10
Exter_Qual
0.09
Central_Air
0.09
Utilities
0.09
Garage_Cars
0.08
Bsmt_Qual
0.07
Garage_Qual
0.07
Neighborhood
0.07
Garage_Cond
0.07
Condition_2
0.07
Foundation
0.07
Kitchen_Qual
0.07
Garage_Type
0.06
Overall_Qual
0.06

THESE FEATURES
GIVE INFORMATION
ON Mas_Vnr_Type:
Neighborhood
0.23
Overall_Qual
0.12
MS_SubClass
0.11
Garage_Cars
0.10
Bsmt_Qual
0.09
Exterior_1st
0.09
Exter_Qual
0.08
Exterior_2nd
0.08
Garage_Finish
0.08
Garage_Type
0.08
Foundation
0.08
Kitchen_Qual
0.07
Fireplace_Qu
0.07
BsmtFin_SF_1
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Mas_Vnr_Type
CORRELATION RATIO WITH...
Mas_Vnr_Area
0.70
Sale_Price
0.44
Year_Built
0.42
Total_Bsmt_SF
0.39
Garage_Area
0.37
First_Flr_SF
0.37
Gr_Liv_Area
0.27
Year_Remod_Add
0.27
Latitude
0.23
TotRms_AbvGrd
0.20
Longitude
0.16
Enclosed_Porch
0.15
Wood_Deck_SF
0.15
Bsmt_Unf_SF
0.13
Mas_Vnr_Area
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Sale_Price
0.50
Gr_Liv_Area
0.40
Total_Bsmt_SF
0.39
First_Flr_SF
0.39
Garage_Area
0.37
Year_Built
0.31
TotRms_AbvGrd
0.28
Latitude
0.22
Year_Remod_Add
0.19
Wood_Deck_SF
0.17
Open_Porch_SF
0.14
Lot_Area
0.13
Second_Flr_SF
0.12
Enclosed_Porch
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Mas_Vnr_Type
0.70
Neighborhood
0.53
Overall_Qual
0.49
Garage_Cars
0.42
Exter_Qual
0.41
Bsmt_Qual
0.39
Kitchen_Qual
0.35
Fireplace_Qu
0.31
Roof_Style
0.30
MS_SubClass
0.28
Garage_Finish
0.28
Fireplaces
0.28
Full_Bath
0.26
Garage_Type
0.25
MOST FREQUENT VALUES
0
1,771
60.4%
120
15
0.5%
176
13
0.4%
200
13
0.4%
216
12
0.4%
180
12
0.4%
108
11
0.4%
72
11
0.4%
16
11
0.4%
144
11
0.4%
340
10
0.3%
196
9
0.3%
210
9
0.3%
128
9
0.3%
80
9
0.3%
SMALLEST VALUES
0
1,771
60.4%
1
3
0.1%
3
1
<0.1%
11
1
<0.1%
14
4
0.1%
16
11
0.4%
18
3
0.1%
20
4
0.1%
22
2
<0.1%
23
4
0.1%
24
2
<0.1%
27
1
<0.1%
28
2
<0.1%
30
4
0.1%
31
1
<0.1%
LARGEST VALUES
1600
1
<0.1%
1378
1
<0.1%
1290
1
<0.1%
1224
2
<0.1%
1170
1
<0.1%
1159
1
<0.1%
1129
1
<0.1%
1115
1
<0.1%
1110
1
<0.1%
1095
1
<0.1%
1050
1
<0.1%
1047
1
<0.1%
1031
1
<0.1%
975
1
<0.1%
970
1
<0.1%
Exter_Qual
MISSING:
---
TOP CATEGORIES
Typical
1,799
61%
Good
989
34%
Excellent
107
4%
Fair
35
1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exter_Qual
PROVIDES INFORMATION ON...
Kitchen_Qual
0.36
Bsmt_Qual
0.25
Overall_Qual
0.23
Foundation
0.21
Street
0.20
Full_Bath
0.19
Condition_2
0.18
Garage_Cars
0.17
Heating_QC
0.16
Utilities
0.16
Sale_Type
0.15
Central_Air
0.14
Garage_Finish
0.13
Neighborhood
0.12

THESE FEATURES
GIVE INFORMATION
ON Exter_Qual:
Overall_Qual
0.47
Neighborhood
0.43
Kitchen_Qual
0.42
Bsmt_Qual
0.35
Foundation
0.27
Garage_Cars
0.23
Heating_QC
0.22
Exterior_1st
0.20
Exterior_2nd
0.20
Garage_Finish
0.20
BsmtFin_SF_1
0.19
BsmtFin_Type_1
0.19
MS_SubClass
0.19
Full_Bath
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exter_Qual
CORRELATION RATIO WITH...
Sale_Price
0.71
Year_Built
0.62
Year_Remod_Add
0.62
Garage_Area
0.50
Total_Bsmt_SF
0.49
Gr_Liv_Area
0.44
First_Flr_SF
0.43
Mas_Vnr_Area
0.41
Longitude
0.35
Open_Porch_SF
0.29
Latitude
0.28
TotRms_AbvGrd
0.27
Bsmt_Unf_SF
0.26
Wood_Deck_SF
0.22
Exter_Cond
MISSING:
---
TOP CATEGORIES
Typical
2,549
87%
Good
299
10%
Fair
67
2%
Excellent
12
<1%
Poor
3
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exter_Cond
PROVIDES INFORMATION ON...
Utilities
0.10
Overall_Cond
0.07
Central_Air
0.06
Bsmt_Cond
0.05
Paved_Drive
0.05
Heating
0.05
Garage_Cond
0.05
Exter_Qual
0.04
Condition_2
0.04
Street
0.04
Functional
0.03
Pool_QC
0.03
Electrical
0.03
Garage_Qual
0.03

THESE FEATURES
GIVE INFORMATION
ON Exter_Cond:
Overall_Cond
0.20
Neighborhood
0.13
MS_SubClass
0.09
Exter_Qual
0.07
Overall_Qual
0.06
Bsmt_Qual
0.06
Foundation
0.06
Exterior_1st
0.05
Bsmt_Cond
0.05
Garage_Cars
0.05
Garage_Finish
0.04
Garage_Type
0.04
Exterior_2nd
0.04
MS_Zoning
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exter_Cond
CORRELATION RATIO WITH...
Year_Built
0.29
Sale_Price
0.16
Year_Remod_Add
0.16
Garage_Area
0.13
Latitude
0.13
Enclosed_Porch
0.13
Total_Bsmt_SF
0.13
Bsmt_Unf_SF
0.11
Longitude
0.10
BsmtFin_SF_2
0.08
Mas_Vnr_Area
0.07
First_Flr_SF
0.07
Open_Porch_SF
0.07
Mo_Sold
0.06
Foundation
MISSING:
---
TOP CATEGORIES
PConc
1,310
45%
CBlock
1,244
42%
BrkTil
311
11%
Slab
49
2%
Stone
11
<1%
Wood
5
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
Bsmt_Qual
0.30
Exter_Qual
0.27
Heating
0.23
Bsmt_Cond
0.19
Kitchen_Qual
0.18
Full_Bath
0.17
Central_Air
0.17
Heating_QC
0.16
Neighborhood
0.16
BsmtFin_SF_1
0.16
BsmtFin_Type_1
0.16
BsmtFin_Type_2
0.14
MS_Zoning
0.14
MS_SubClass
0.14

THESE FEATURES
GIVE INFORMATION
ON Foundation:
Neighborhood
0.44
Bsmt_Qual
0.33
MS_SubClass
0.26
BsmtFin_SF_1
0.25
BsmtFin_Type_1
0.25
Exterior_1st
0.24
Exterior_2nd
0.24
Exter_Qual
0.21
Overall_Qual
0.20
Kitchen_Qual
0.17
Heating_QC
0.17
Overall_Cond
0.16
Garage_Finish
0.15
Garage_Cars
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
Year_Built
0.76
Year_Remod_Add
0.59
Sale_Price
0.53
Total_Bsmt_SF
0.44
Garage_Area
0.40
Longitude
0.37
Gr_Liv_Area
0.34
Bsmt_Unf_SF
0.30
Enclosed_Porch
0.28
Second_Flr_SF
0.27
Open_Porch_SF
0.25
First_Flr_SF
0.25
Mas_Vnr_Area
0.24
TotRms_AbvGrd
0.23
Bsmt_Qual
MISSING:
---
TOP CATEGORIES
Typical
1,283
44%
Good
1,219
42%
Excellent
258
9%
Fair
88
3%
No_Basement
80
3%
Poor
2
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bsmt_Qual
PROVIDES INFORMATION ON...
Exter_Qual
0.35
Bsmt_Cond
0.33
Foundation
0.33
Kitchen_Qual
0.24
BsmtFin_Type_2
0.21
Full_Bath
0.21
Overall_Qual
0.20
Garage_Cars
0.20
BsmtFin_Type_1
0.19
BsmtFin_SF_1
0.19
Central_Air
0.18
Bsmt_Exposure
0.18
Neighborhood
0.16
Garage_Finish
0.16

THESE FEATURES
GIVE INFORMATION
ON Bsmt_Qual:
Neighborhood
0.41
Overall_Qual
0.30
Foundation
0.30
BsmtFin_Type_1
0.28
BsmtFin_SF_1
0.28
Exter_Qual
0.25
MS_SubClass
0.22
Kitchen_Qual
0.21
Garage_Cars
0.20
Exterior_1st
0.17
Bsmt_Exposure
0.17
Garage_Finish
0.17
Exterior_2nd
0.17
Overall_Cond
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt_Qual
CORRELATION RATIO WITH...
Year_Built
0.77
Sale_Price
0.72
Year_Remod_Add
0.61
Total_Bsmt_SF
0.61
Garage_Area
0.50
First_Flr_SF
0.43
Gr_Liv_Area
0.42
Longitude
0.41
Mas_Vnr_Area
0.39
Wood_Deck_SF
0.27
Open_Porch_SF
0.27
TotRms_AbvGrd
0.27
Enclosed_Porch
0.25
Bsmt_Unf_SF
0.25
Bsmt_Cond
MISSING:
---
TOP CATEGORIES
Typical
2,616
89%
Good
122
4%
Fair
104
4%
No_Basement
80
3%
Poor
5
<1%
Excellent
3
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bsmt_Cond
PROVIDES INFORMATION ON...
BsmtFin_Type_2
0.19
Bsmt_Qual
0.13
Bsmt_Exposure
0.12
Heating
0.12
Central_Air
0.11
Utilities
0.10
BsmtFin_Type_1
0.09
BsmtFin_SF_1
0.09
Foundation
0.09
Kitchen_AbvGr
0.08
Functional
0.06
Paved_Drive
0.06
Exter_Cond
0.05
Garage_Cond
0.05

THESE FEATURES
GIVE INFORMATION
ON Bsmt_Cond:
Bsmt_Qual
0.33
BsmtFin_Type_1
0.32
BsmtFin_SF_1
0.32
Bsmt_Exposure
0.28
BsmtFin_Type_2
0.28
Foundation
0.19
Neighborhood
0.14
MS_SubClass
0.12
Overall_Qual
0.11
Exter_Qual
0.07
Overall_Cond
0.07
Exterior_2nd
0.06
Exterior_1st
0.06
Central_Air
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt_Cond
CORRELATION RATIO WITH...
Total_Bsmt_SF
0.41
Year_Built
0.28
Sale_Price
0.23
Bsmt_Unf_SF
0.22
Year_Remod_Add
0.20
Garage_Area
0.17
Wood_Deck_SF
0.14
Three_season_porch
0.13
Enclosed_Porch
0.12
Mas_Vnr_Area
0.11
Longitude
0.11
Latitude
0.09
BsmtFin_SF_2
0.09
First_Flr_SF
0.09
Bsmt_Exposure
MISSING:
---
TOP CATEGORIES
No
1,906
65%
Av
418
14%
Gd
284
10%
Mn
239
8%
No_Basement
83
3%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bsmt_Exposure
PROVIDES INFORMATION ON...
Bsmt_Cond
0.28
BsmtFin_Type_2
0.19
Bsmt_Qual
0.17
Roof_Matl
0.14
Land_Slope
0.12
Utilities
0.12
BsmtFin_Type_1
0.11
BsmtFin_SF_1
0.11
Heating
0.11
Pool_QC
0.10
Foundation
0.10
Condition_2
0.09
Kitchen_AbvGr
0.09
Bsmt_Full_Bath
0.09

THESE FEATURES
GIVE INFORMATION
ON Bsmt_Exposure:
Bsmt_Qual
0.18
BsmtFin_Type_1
0.18
BsmtFin_SF_1
0.18
Neighborhood
0.13
MS_SubClass
0.12
Bsmt_Cond
0.12
BsmtFin_Type_2
0.12
Foundation
0.09
Overall_Qual
0.08
House_Style
0.08
Bsmt_Full_Bath
0.06
Exterior_2nd
0.05
Garage_Cars
0.05
Garage_Type
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt_Exposure
CORRELATION RATIO WITH...
Total_Bsmt_SF
0.51
Sale_Price
0.42
First_Flr_SF
0.34
Year_Built
0.33
Garage_Area
0.28
Wood_Deck_SF
0.27
Year_Remod_Add
0.25
Bsmt_Unf_SF
0.23
Mas_Vnr_Area
0.23
Lot_Area
0.22
Longitude
0.20
Gr_Liv_Area
0.18
Second_Flr_SF
0.16
BsmtFin_SF_2
0.12
BsmtFin_Type_1
MISSING:
---
TOP CATEGORIES
GLQ
859
29%
Unf
851
29%
ALQ
429
15%
Rec
288
10%
BLQ
269
9%
LwQ
154
5%
No_Basement
80
3%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFin_Type_1
PROVIDES INFORMATION ON...
BsmtFin_SF_1
1.00
BsmtFin_Type_2
0.33
Bsmt_Cond
0.32
Bsmt_Full_Bath
0.30
Bsmt_Qual
0.28
Foundation
0.25
Exter_Qual
0.19
Utilities
0.18
Bsmt_Exposure
0.18
Heating
0.17
Central_Air
0.14
Kitchen_Qual
0.14
Paved_Drive
0.13
Pool_QC
0.12

THESE FEATURES
GIVE INFORMATION
ON BsmtFin_Type_1:
BsmtFin_SF_1
1.00
Bsmt_Qual
0.19
Neighborhood
0.17
Foundation
0.16
BsmtFin_Type_2
0.13
Bsmt_Full_Bath
0.13
Overall_Qual
0.11
Bsmt_Exposure
0.11
MS_SubClass
0.11
Exter_Qual
0.10
Exterior_2nd
0.09
Bsmt_Cond
0.09
Exterior_1st
0.09
Kitchen_Qual
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFin_Type_1
CORRELATION RATIO WITH...
Bsmt_Unf_SF
0.62
Year_Built
0.52
Year_Remod_Add
0.50
Total_Bsmt_SF
0.50
Sale_Price
0.48
BsmtFin_SF_2
0.35
Garage_Area
0.33
Longitude
0.27
First_Flr_SF
0.26
Mas_Vnr_Area
0.25
Gr_Liv_Area
0.25
Wood_Deck_SF
0.23
Second_Flr_SF
0.21
Open_Porch_SF
0.19
BsmtFin_SF_1
MISSING:
---
TOP CATEGORIES
3
859
29%
7
851
29%
1
429
15%
6
288
10%
2
269
9%
4
154
5%
5
79
3%
0
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFin_SF_1
PROVIDES INFORMATION ON...
BsmtFin_Type_1
1.00
BsmtFin_Type_2
0.33
Bsmt_Cond
0.32
Bsmt_Full_Bath
0.30
Bsmt_Qual
0.28
Foundation
0.25
Exter_Qual
0.19
Utilities
0.18
Bsmt_Exposure
0.18
Heating
0.17
Central_Air
0.14
Kitchen_Qual
0.14
Paved_Drive
0.13
Pool_QC
0.12

THESE FEATURES
GIVE INFORMATION
ON BsmtFin_SF_1:
BsmtFin_Type_1
1.00
Bsmt_Qual
0.19
Neighborhood
0.17
Foundation
0.16
BsmtFin_Type_2
0.13
Bsmt_Full_Bath
0.13
Overall_Qual
0.11
Bsmt_Exposure
0.11
MS_SubClass
0.11
Exter_Qual
0.09
Exterior_2nd
0.09
Exterior_1st
0.09
Bsmt_Cond
0.09
Kitchen_Qual
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFin_SF_1
CORRELATION RATIO WITH...
Bsmt_Unf_SF
0.62
Year_Built
0.52
Year_Remod_Add
0.50
Total_Bsmt_SF
0.50
Sale_Price
0.48
BsmtFin_SF_2
0.35
Garage_Area
0.33
Longitude
0.27
First_Flr_SF
0.26
Gr_Liv_Area
0.25
Mas_Vnr_Area
0.25
Wood_Deck_SF
0.23
Second_Flr_SF
0.21
Open_Porch_SF
0.19
BsmtFin_Type_2
MISSING:
---
TOP CATEGORIES
Unf
2,499
85%
Rec
106
4%
LwQ
89
3%
No_Basement
81
3%
BLQ
68
2%
ALQ
53
2%
GLQ
34
1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFin_Type_2
PROVIDES INFORMATION ON...
Bsmt_Cond
0.28
Utilities
0.22
Pool_QC
0.14
BsmtFin_Type_1
0.13
BsmtFin_SF_1
0.13
Bsmt_Qual
0.12
Bsmt_Exposure
0.12
Heating
0.11
Foundation
0.09
Kitchen_AbvGr
0.09
Roof_Matl
0.08
Central_Air
0.06
Functional
0.06
Condition_2
0.05

THESE FEATURES
GIVE INFORMATION
ON BsmtFin_Type_2:
BsmtFin_Type_1
0.33
BsmtFin_SF_1
0.33
Bsmt_Qual
0.21
Bsmt_Cond
0.19
Bsmt_Exposure
0.19
Foundation
0.14
Neighborhood
0.13
MS_SubClass
0.08
Overall_Qual
0.07
Exterior_2nd
0.06
Exterior_1st
0.06
Heating_QC
0.04
Bsmt_Full_Bath
0.04
Exter_Qual
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFin_Type_2
CORRELATION RATIO WITH...
BsmtFin_SF_2
0.84
Total_Bsmt_SF
0.39
Bsmt_Unf_SF
0.35
Year_Remod_Add
0.19
Sale_Price
0.18
Second_Flr_SF
0.14
Wood_Deck_SF
0.13
Year_Built
0.13
Longitude
0.10
Pool_Area
0.10
Gr_Liv_Area
0.09
Garage_Area
0.09
Lot_Area
0.09
Latitude
0.09
BsmtFin_SF_2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Bsmt_Unf_SF
-0.24
Wood_Deck_SF
0.10
Second_Flr_SF
-0.10
Total_Bsmt_SF
0.09
First_Flr_SF
0.08
Lot_Area
0.08
Screen_Porch
0.06
Year_Remod_Add
-0.06
TotRms_AbvGrd
-0.05
Pool_Area
0.04
Enclosed_Porch
0.03
Year_Built
-0.03
Longitude
-0.03
Three_season_porch
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFin_Type_2
0.84
BsmtFin_SF_1
0.35
BsmtFin_Type_1
0.35
Neighborhood
0.25
Exterior_1st
0.21
Exterior_2nd
0.20
Bsmt_Full_Bath
0.17
Foundation
0.17
MS_SubClass
0.16
Roof_Matl
0.16
Roof_Style
0.15
Sale_Type
0.14
House_Style
0.13
Bsmt_Exposure
0.12
MOST FREQUENT VALUES
0
2,579
88.0%
294
5
0.2%
180
5
0.2%
162
3
0.1%
435
3
0.1%
483
3
0.1%
147
3
0.1%
539
3
0.1%
182
3
0.1%
144
3
0.1%
374
3
0.1%
72
3
0.1%
168
3
0.1%
391
2
<0.1%
64
2
<0.1%
SMALLEST VALUES
0
2,579
88.0%
6
1
<0.1%
12
1
<0.1%
28
1
<0.1%
32
1
<0.1%
35
1
<0.1%
38
1
<0.1%
40
2
<0.1%
41
2
<0.1%
42
2
<0.1%
46
1
<0.1%
48
1
<0.1%
52
1
<0.1%
60
2
<0.1%
63
1
<0.1%
LARGEST VALUES
1526
1
<0.1%
1474
1
<0.1%
1393
1
<0.1%
1164
1
<0.1%
1127
1
<0.1%
1120
1
<0.1%
1085
1
<0.1%
1083
1
<0.1%
1080
1
<0.1%
1073
1
<0.1%
1063
1
<0.1%
1061
1
<0.1%
1057
1
<0.1%
1039
1
<0.1%
1037
1
<0.1%
Bsmt_Unf_SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Bsmt_SF
0.41
First_Flr_SF
0.30
TotRms_AbvGrd
0.25
BsmtFin_SF_2
-0.24
Gr_Liv_Area
0.24
Sale_Price
0.18
Year_Remod_Add
0.17
Garage_Area
0.16
Latitude
0.16
Lot_Frontage
0.14
Year_Built
0.13
Open_Porch_SF
0.12
Mas_Vnr_Area
0.09
Longitude
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFin_Type_1
0.62
BsmtFin_SF_1
0.62
Bsmt_Full_Bath
0.40
BsmtFin_Type_2
0.35
Neighborhood
0.34
Foundation
0.30
Overall_Qual
0.29
Full_Bath
0.28
Exter_Qual
0.26
Sale_Condition
0.26
Sale_Type
0.25
Bsmt_Qual
0.25
House_Style
0.25
Garage_Cars
0.24
MOST FREQUENT VALUES
0
245
8.4%
384
19
0.6%
728
14
0.5%
672
13
0.4%
600
12
0.4%
100
11
0.4%
216
11
0.4%
816
11
0.4%
572
11
0.4%
270
10
0.3%
300
10
0.3%
624
10
0.3%
264
9
0.3%
396
9
0.3%
186
9
0.3%
SMALLEST VALUES
0
245
8.4%
14
1
<0.1%
15
1
<0.1%
17
1
<0.1%
20
1
<0.1%
22
1
<0.1%
23
2
<0.1%
25
3
0.1%
26
1
<0.1%
27
1
<0.1%
28
1
<0.1%
29
1
<0.1%
30
6
0.2%
32
2
<0.1%
33
1
<0.1%
LARGEST VALUES
2336
1
<0.1%
2153
1
<0.1%
2140
1
<0.1%
2121
1
<0.1%
2062
1
<0.1%
2046
1
<0.1%
2042
1
<0.1%
2002
1
<0.1%
1969
1
<0.1%
1967
1
<0.1%
1958
1
<0.1%
1935
1
<0.1%
1926
1
<0.1%
1921
1
<0.1%
1907
1
<0.1%
Total_Bsmt_SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
First_Flr_SF
0.80
Sale_Price
0.63
Garage_Area
0.49
Gr_Liv_Area
0.45
Bsmt_Unf_SF
0.41
Year_Built
0.41
Mas_Vnr_Area
0.39
Year_Remod_Add
0.30
TotRms_AbvGrd
0.28
Lot_Area
0.25
Open_Porch_SF
0.25
Wood_Deck_SF
0.23
Lot_Frontage
0.21
Second_Flr_SF
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt_Qual
0.61
Overall_Qual
0.59
Neighborhood
0.54
Bsmt_Exposure
0.51
BsmtFin_Type_1
0.50
BsmtFin_SF_1
0.50
Exter_Qual
0.49
Garage_Cars
0.49
MS_SubClass
0.47
Kitchen_Qual
0.45
Foundation
0.44
Bsmt_Cond
0.41
Garage_Type
0.39
Mas_Vnr_Type
0.39
MOST FREQUENT VALUES
0
80
2.7%
864
74
2.5%
672
29
1.0%
912
26
0.9%
1040
25
0.9%
768
24
0.8%
816
23
0.8%
728
21
0.7%
780
19
0.6%
384
19
0.6%
1008
19
0.6%
960
18
0.6%
756
17
0.6%
894
17
0.6%
832
17
0.6%
SMALLEST VALUES
0
80
2.7%
105
1
<0.1%
160
1
<0.1%
173
1
<0.1%
190
1
<0.1%
192
1
<0.1%
216
2
<0.1%
240
1
<0.1%
245
1
<0.1%
264
4
0.1%
270
1
<0.1%
279
1
<0.1%
290
1
<0.1%
297
1
<0.1%
301
1
<0.1%
LARGEST VALUES
6110
1
<0.1%
5095
1
<0.1%
3206
1
<0.1%
3200
1
<0.1%
3138
1
<0.1%
3094
1
<0.1%
2846
1
<0.1%
2660
1
<0.1%
2633
1
<0.1%
2630
1
<0.1%
2552
1
<0.1%
2535
1
<0.1%
2524
1
<0.1%
2492
1
<0.1%
2461
1
<0.1%
Heating
MISSING:
---
TOP CATEGORIES
GasA
2,885
98%
GasW
27
<1%
Grav
9
<1%
Wall
6
<1%
OthW
2
<1%
Floor
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
Central_Air
0.12
Electrical
0.03
Garage_Cond
0.03
Bsmt_Cond
0.02
Heating_QC
0.02
Garage_Qual
0.02
Foundation
0.02
Kitchen_AbvGr
0.02
Paved_Drive
0.02
Functional
0.02
BsmtFin_Type_2
0.02
Garage_Type
0.01
Alley
0.01
Bldg_Type
0.01

THESE FEATURES
GIVE INFORMATION
ON Heating:
Central_Air
0.30
Heating_QC
0.27
MS_SubClass
0.24
Foundation
0.23
Exterior_2nd
0.22
Exterior_1st
0.21
Neighborhood
0.20
BsmtFin_SF_1
0.17
BsmtFin_Type_1
0.17
Garage_Type
0.15
Bsmt_Qual
0.13
Overall_Qual
0.13
Garage_Cond
0.13
Overall_Cond
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
Year_Built
0.18
Year_Remod_Add
0.14
Total_Bsmt_SF
0.12
Garage_Area
0.11
Lot_Area
0.11
Sale_Price
0.10
Gr_Liv_Area
0.08
Enclosed_Porch
0.08
Second_Flr_SF
0.08
Wood_Deck_SF
0.07
Longitude
0.07
Open_Porch_SF
0.06
Bsmt_Unf_SF
0.06
Mas_Vnr_Area
0.06
Heating_QC
MISSING:
---
TOP CATEGORIES
Excellent
1,495
51%
Typical
864
29%
Good
476
16%
Fair
92
3%
Poor
3
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating_QC
PROVIDES INFORMATION ON...
Heating
0.27
Exter_Qual
0.22
Central_Air
0.18
Foundation
0.17
Utilities
0.17
Kitchen_Qual
0.17
Bsmt_Qual
0.12
Sale_Type
0.10
Sale_Condition
0.09
Overall_Qual
0.09
Kitchen_AbvGr
0.08
Full_Bath
0.08
Electrical
0.08
Exterior_1st
0.08

THESE FEATURES
GIVE INFORMATION
ON Heating_QC:
Neighborhood
0.20
Exter_Qual
0.16
Foundation
0.16
Kitchen_Qual
0.15
Exterior_2nd
0.14
Exterior_1st
0.14
Overall_Qual
0.13
Bsmt_Qual
0.12
BsmtFin_SF_1
0.08
BsmtFin_Type_1
0.08
MS_SubClass
0.08
Garage_Finish
0.08
Garage_Cars
0.07
Full_Bath
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating_QC
CORRELATION RATIO WITH...
Year_Remod_Add
0.55
Year_Built
0.47
Sale_Price
0.46
Garage_Area
0.32
Longitude
0.29
Gr_Liv_Area
0.29
Total_Bsmt_SF
0.28
Open_Porch_SF
0.22
First_Flr_SF
0.20
Bsmt_Unf_SF
0.20
Mas_Vnr_Area
0.19
TotRms_AbvGrd
0.18
Second_Flr_SF
0.17
Wood_Deck_SF
0.14
Central_Air
MISSING:
---
TOP CATEGORIES
Y
2,734
93%
N
196
7%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Central_Air
PROVIDES INFORMATION ON...
Heating
0.30
Paved_Drive
0.12
Electrical
0.12
Garage_Cond
0.11
Garage_Qual
0.09
Kitchen_AbvGr
0.07
Utilities
0.06
Bsmt_Cond
0.06
Garage_Type
0.05
Street
0.05
Garage_Finish
0.05
Heating_QC
0.04
Exter_Qual
0.04
Foundation
0.04

THESE FEATURES
GIVE INFORMATION
ON Central_Air:
MS_SubClass
0.31
Neighborhood
0.28
Garage_Type
0.23
Garage_Finish
0.23
Overall_Qual
0.19
Heating_QC
0.18
Bsmt_Qual
0.18
Garage_Qual
0.17
Paved_Drive
0.17
Garage_Cond
0.17
Foundation
0.17
Electrical
0.16
Exterior_1st
0.16
Garage_Cars
0.16

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Central_Air
CORRELATION RATIO WITH...
Year_Built
0.37
Year_Remod_Add
0.29
Garage_Area
0.27
Sale_Price
0.26
Total_Bsmt_SF
0.22
First_Flr_SF
0.15
Enclosed_Porch
0.14
Wood_Deck_SF
0.14
Mas_Vnr_Area
0.13
Gr_Liv_Area
0.12
Latitude
0.11
Longitude
0.10
Open_Porch_SF
0.05
BsmtFin_SF_2
0.05
Electrical
MISSING:
---
TOP CATEGORIES
SBrkr
2,682
92%
FuseA
188
6%
FuseF
50
2%
FuseP
8
<1%
Unknown
1
<1%
Mix
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Utilities
0.32
Central_Air
0.16
Heating
0.12
Paved_Drive
0.05
Garage_Qual
0.05
Garage_Cond
0.05
Exter_Qual
0.05
Bsmt_Qual
0.04
Alley
0.04
Foundation
0.03
Kitchen_Qual
0.03
Bsmt_Cond
0.03
MS_Zoning
0.03
Garage_Finish
0.03

THESE FEATURES
GIVE INFORMATION
ON Electrical:
Neighborhood
0.22
MS_SubClass
0.18
Exterior_1st
0.16
Exterior_2nd
0.15
Bsmt_Qual
0.14
Overall_Qual
0.13
Central_Air
0.12
Exter_Qual
0.11
Garage_Finish
0.11
Foundation
0.11
BsmtFin_SF_1
0.10
BsmtFin_Type_1
0.10
Kitchen_Qual
0.10
Garage_Cars
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
Year_Built
0.35
Year_Remod_Add
0.34
Sale_Price
0.24
Garage_Area
0.22
Total_Bsmt_SF
0.18
Longitude
0.18
Enclosed_Porch
0.16
Wood_Deck_SF
0.15
First_Flr_SF
0.13
Gr_Liv_Area
0.13
Mas_Vnr_Area
0.12
Latitude
0.10
Open_Porch_SF
0.08
TotRms_AbvGrd
0.08
First_Flr_SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Bsmt_SF
0.80
Sale_Price
0.62
Gr_Liv_Area
0.56
Garage_Area
0.49
Mas_Vnr_Area
0.39
TotRms_AbvGrd
0.39
Lot_Area
0.33
Year_Built
0.31
Bsmt_Unf_SF
0.30
Second_Flr_SF
-0.25
Year_Remod_Add
0.24
Lot_Frontage
0.24
Open_Porch_SF
0.24
Wood_Deck_SF
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Overall_Qual
0.54
Neighborhood
0.54
MS_SubClass
0.51
Garage_Cars
0.48
Exter_Qual
0.43
Bsmt_Qual
0.43
Kitchen_Qual
0.42
House_Style
0.41
Fireplace_Qu
0.41
Fireplaces
0.41
Garage_Type
0.40
Full_Bath
0.38
Mas_Vnr_Type
0.37
Roof_Style
0.35
MOST FREQUENT VALUES
864
46
1.6%
1040
28
1.0%
912
19
0.6%
816
18
0.6%
848
18
0.6%
960
18
0.6%
672
17
0.6%
894
17
0.6%
936
17
0.6%
546
15
0.5%
630
13
0.4%
483
13
0.4%
768
13
0.4%
832
13
0.4%
728
12
0.4%
SMALLEST VALUES
334
1
<0.1%
372
1
<0.1%
407
1
<0.1%
432
1
<0.1%
438
1
<0.1%
442
1
<0.1%
448
1
<0.1%
453
1
<0.1%
480
1
<0.1%
483
13
0.4%
492
1
<0.1%
494
1
<0.1%
495
1
<0.1%
498
1
<0.1%
502
1
<0.1%
LARGEST VALUES
5095
1
<0.1%
4692
1
<0.1%
3820
1
<0.1%
3228
1
<0.1%
3138
1
<0.1%
2898
1
<0.1%
2726
1
<0.1%
2696
1
<0.1%
2674
1
<0.1%
2633
1
<0.1%
2552
1
<0.1%
2524
1
<0.1%
2522
1
<0.1%
2515
1
<0.1%
2497
1
<0.1%
Second_Flr_SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Gr_Liv_Area
0.66
TotRms_AbvGrd
0.59
Sale_Price
0.27
First_Flr_SF
-0.25
Total_Bsmt_SF
-0.20
Open_Porch_SF
0.18
Year_Remod_Add
0.16
Garage_Area
0.13
Mas_Vnr_Area
0.12
BsmtFin_SF_2
-0.10
Latitude
0.10
Wood_Deck_SF
0.09
Enclosed_Porch
0.06
Longitude
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
House_Style
0.91
MS_SubClass
0.89
Half_Bath
0.62
Bedroom_AbvGr
0.54
Neighborhood
0.45
Full_Bath
0.42
Garage_Type
0.39
Overall_Qual
0.30
Foundation
0.27
Fireplace_Qu
0.25
BsmtFin_SF_1
0.21
BsmtFin_Type_1
0.21
Exterior_2nd
0.20
Garage_Cars
0.20
MOST FREQUENT VALUES
0
1,678
57.3%
546
23
0.8%
728
18
0.6%
504
17
0.6%
720
13
0.4%
600
13
0.4%
672
13
0.4%
896
11
0.4%
886
10
0.3%
756
9
0.3%
780
9
0.3%
862
8
0.3%
601
7
0.2%
702
7
0.2%
840
7
0.2%
SMALLEST VALUES
0
1,678
57.3%
110
1
<0.1%
125
1
<0.1%
144
1
<0.1%
167
1
<0.1%
180
1
<0.1%
182
1
<0.1%
185
1
<0.1%
192
1
<0.1%
208
2
<0.1%
213
1
<0.1%
218
1
<0.1%
220
1
<0.1%
224
1
<0.1%
228
1
<0.1%
LARGEST VALUES
2065
1
<0.1%
1872
1
<0.1%
1862
1
<0.1%
1836
1
<0.1%
1818
1
<0.1%
1796
1
<0.1%
1788
1
<0.1%
1778
1
<0.1%
1721
1
<0.1%
1629
1
<0.1%
1619
3
0.1%
1611
1
<0.1%
1589
1
<0.1%
1567
1
<0.1%
1540
1
<0.1%
Low_Qual_Fin_SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Year_Built
-0.14
TotRms_AbvGrd
0.10
Gr_Liv_Area
0.10
Enclosed_Porch
0.09
Year_Remod_Add
-0.06
Mas_Vnr_Area
-0.06
Garage_Area
-0.05
Bsmt_Unf_SF
0.05
Longitude
0.04
Latitude
-0.04
Sale_Price
-0.04
Pool_Area
0.04
Total_Bsmt_SF
-0.02
Lot_Frontage
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
House_Style
0.47
MS_SubClass
0.29
Bedroom_AbvGr
0.22
Neighborhood
0.20
Garage_Qual
0.16
Garage_Type
0.14
Foundation
0.12
Land_Contour
0.12
Functional
0.11
Garage_Finish
0.11
Exterior_1st
0.11
BsmtFin_SF_1
0.11
BsmtFin_Type_1
0.11
Exterior_2nd
0.11
MOST FREQUENT VALUES
0
2,890
98.6%
80
4
0.1%
360
2
<0.1%
205
2
<0.1%
473
1
<0.1%
512
1
<0.1%
528
1
<0.1%
114
1
<0.1%
479
1
<0.1%
515
1
<0.1%
53
1
<0.1%
420
1
<0.1%
392
1
<0.1%
572
1
<0.1%
234
1
<0.1%
SMALLEST VALUES
0
2,890
98.6%
53
1
<0.1%
80
4
0.1%
108
1
<0.1%
114
1
<0.1%
120
1
<0.1%
140
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
2
<0.1%
232
1
<0.1%
234
1
<0.1%
259
1
<0.1%
312
1
<0.1%
360
2
<0.1%
LARGEST VALUES
1064
1
<0.1%
697
1
<0.1%
572
1
<0.1%
528
1
<0.1%
515
1
<0.1%
514
1
<0.1%
513
1
<0.1%
512
1
<0.1%
481
1
<0.1%
479
1
<0.1%
473
1
<0.1%
450
1
<0.1%
436
1
<0.1%
431
1
<0.1%
420
1
<0.1%
Gr_Liv_Area
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotRms_AbvGrd
0.81
Sale_Price
0.71
Second_Flr_SF
0.66
First_Flr_SF
0.56
Garage_Area
0.48
Total_Bsmt_SF
0.45
Mas_Vnr_Area
0.40
Open_Porch_SF
0.34
Year_Remod_Add
0.32
Lot_Area
0.29
Wood_Deck_SF
0.25
Year_Built
0.24
Bsmt_Unf_SF
0.24
Lot_Frontage
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Full_Bath
0.64
MS_SubClass
0.60
Overall_Qual
0.59
Bedroom_AbvGr
0.56
Neighborhood
0.53
Garage_Cars
0.53
House_Style
0.53
Fireplace_Qu
0.50
Fireplaces
0.46
Kitchen_Qual
0.44
Exter_Qual
0.44
Half_Bath
0.44
Bsmt_Qual
0.42
Garage_Type
0.38
MOST FREQUENT VALUES
864
41
1.4%
1092
26
0.9%
1040
25
0.9%
1456
20
0.7%
1200
18
0.6%
894
15
0.5%
912
14
0.5%
816
14
0.5%
1728
13
0.4%
848
13
0.4%
936
12
0.4%
960
12
0.4%
987
12
0.4%
988
11
0.4%
1344
11
0.4%
SMALLEST VALUES
334
1
<0.1%
407
1
<0.1%
438
1
<0.1%
480
1
<0.1%
492
1
<0.1%
498
1
<0.1%
520
1
<0.1%
540
1
<0.1%
572
1
<0.1%
599
1
<0.1%
605
1
<0.1%
612
1
<0.1%
616
1
<0.1%
630
7
0.2%
640
1
<0.1%
LARGEST VALUES
5642
1
<0.1%
5095
1
<0.1%
4676
1
<0.1%
4476
1
<0.1%
4316
1
<0.1%
3820
1
<0.1%
3672
1
<0.1%
3627
1
<0.1%
3608
1
<0.1%
3500
1
<0.1%
3493
1
<0.1%
3447
1
<0.1%
3395
1
<0.1%
3390
1
<0.1%
3279
1
<0.1%
Bsmt_Full_Bath
MISSING:
---
TOP CATEGORIES
0
1,709
58%
1
1,181
40%
2
38
1%
3
2
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bsmt_Full_Bath
PROVIDES INFORMATION ON...
BsmtFin_Type_1
0.13
BsmtFin_SF_1
0.13
Kitchen_AbvGr
0.12
Pool_QC
0.07
Utilities
0.06
Bsmt_Half_Bath
0.06
Bsmt_Exposure
0.06
Roof_Matl
0.06
Condition_2
0.05
Bsmt_Cond
0.05
BsmtFin_Type_2
0.04
MS_SubClass
0.04
Bldg_Type
0.04
Garage_Qual
0.04

THESE FEATURES
GIVE INFORMATION
ON Bsmt_Full_Bath:
BsmtFin_Type_1
0.30
BsmtFin_SF_1
0.30
MS_SubClass
0.11
Bsmt_Exposure
0.09
Neighborhood
0.09
Bsmt_Qual
0.06
House_Style
0.06
Bedroom_AbvGr
0.04
Foundation
0.04
BsmtFin_Type_2
0.04
Garage_Type
0.04
Bldg_Type
0.04
Garage_Finish
0.04
Overall_Qual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt_Full_Bath
CORRELATION RATIO WITH...
Bsmt_Unf_SF
0.40
Total_Bsmt_SF
0.33
Sale_Price
0.28
First_Flr_SF
0.26
Year_Built
0.22
Lot_Area
0.21
Garage_Area
0.20
Wood_Deck_SF
0.20
Second_Flr_SF
0.17
BsmtFin_SF_2
0.17
Mas_Vnr_Area
0.14
Year_Remod_Add
0.14
Longitude
0.11
Gr_Liv_Area
0.10
Bsmt_Half_Bath
MISSING:
---
TOP CATEGORIES
0
2,755
94%
1
171
6%
2
4
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bsmt_Half_Bath
PROVIDES INFORMATION ON...
Utilities
0.12
Pool_QC
0.06
Kitchen_AbvGr
0.03
Roof_Matl
0.03
Bsmt_Full_Bath
0.02
Misc_Feature
0.02
BsmtFin_Type_2
0.01
Land_Slope
0.01
Street
0.01
Neighborhood
0.01
Condition_2
0.01
Sale_Condition
0.01
Foundation
0.01
House_Style
0.01

THESE FEATURES
GIVE INFORMATION
ON Bsmt_Half_Bath:
Neighborhood
0.11
Bsmt_Full_Bath
0.06
MS_SubClass
0.06
BsmtFin_Type_1
0.05
BsmtFin_SF_1
0.05
Exterior_1st
0.05
Exterior_2nd
0.05
House_Style
0.04
BsmtFin_Type_2
0.04
Foundation
0.04
Overall_Qual
0.04
Overall_Cond
0.03
Garage_Cars
0.03
Bsmt_Exposure
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt_Half_Bath
CORRELATION RATIO WITH...
Pool_Area
0.21
Bsmt_Unf_SF
0.11
BsmtFin_SF_2
0.10
Longitude
0.07
Second_Flr_SF
0.06
Wood_Deck_SF
0.05
Screen_Porch
0.05
TotRms_AbvGrd
0.05
Year_Remod_Add
0.05
Gr_Liv_Area
0.05
Latitude
0.04
Misc_Val
0.04
Year_Built
0.04
Sale_Price
0.04
Full_Bath
MISSING:
---
TOP CATEGORIES
2
1,532
52%
1
1,318
45%
3
64
2%
0
12
<1%
4
4
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Full_Bath
PROVIDES INFORMATION ON...
Exter_Qual
0.18
Garage_Cars
0.16
Kitchen_AbvGr
0.15
Bsmt_Qual
0.15
Foundation
0.13
Kitchen_Qual
0.11
Overall_Qual
0.11
Utilities
0.09
Garage_Finish
0.09
Neighborhood
0.08
MS_SubClass
0.08
Garage_Type
0.08
Street
0.08
Sale_Type
0.07

THESE FEATURES
GIVE INFORMATION
ON Full_Bath:
Neighborhood
0.30
Overall_Qual
0.24
Garage_Cars
0.23
MS_SubClass
0.21
Bsmt_Qual
0.21
Exter_Qual
0.19
Foundation
0.17
Kitchen_Qual
0.14
Garage_Finish
0.13
Exterior_1st
0.12
Overall_Cond
0.11
Exterior_2nd
0.11
Garage_Type
0.11
BsmtFin_SF_1
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Full_Bath
CORRELATION RATIO WITH...
Gr_Liv_Area
0.64
Sale_Price
0.56
TotRms_AbvGrd
0.53
Year_Built
0.51
Year_Remod_Add
0.47
Second_Flr_SF
0.42
Garage_Area
0.42
First_Flr_SF
0.38
Total_Bsmt_SF
0.34
Bsmt_Unf_SF
0.28
Open_Porch_SF
0.27
Mas_Vnr_Area
0.26
Longitude
0.26
Latitude
0.23
Half_Bath
MISSING:
---
TOP CATEGORIES
0
1,843
63%
1
1,062
36%
2
25
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Half_Bath
PROVIDES INFORMATION ON...
House_Style
0.17
MS_SubClass
0.15
Kitchen_AbvGr
0.13
Central_Air
0.06
Utilities
0.05
Bedroom_AbvGr
0.05
Roof_Matl
0.05
Bldg_Type
0.05
Pool_QC
0.05
Garage_Type
0.05
Condition_2
0.04
Neighborhood
0.04
Foundation
0.04
Exter_Qual
0.04

THESE FEATURES
GIVE INFORMATION
ON Half_Bath:
MS_SubClass
0.42
House_Style
0.32
Neighborhood
0.16
Bedroom_AbvGr
0.09
Overall_Qual
0.09
Garage_Type
0.07
Foundation
0.06
Bsmt_Qual
0.05
Garage_Cars
0.05
Bldg_Type
0.05
Garage_Finish
0.05
Fireplace_Qu
0.05
Exterior_2nd
0.04
Exterior_1st
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Half_Bath
CORRELATION RATIO WITH...
Second_Flr_SF
0.62
Gr_Liv_Area
0.44
TotRms_AbvGrd
0.35
Sale_Price
0.30
Year_Built
0.28
Year_Remod_Add
0.23
Open_Porch_SF
0.20
Mas_Vnr_Area
0.19
Garage_Area
0.18
Latitude
0.18
Longitude
0.13
Wood_Deck_SF
0.12
First_Flr_SF
0.11
Enclosed_Porch
0.08
Bedroom_AbvGr
MISSING:
---
TOP CATEGORIES
3
1,597
55%
2
743
25%
4
400
14%
1
112
4%
5
48
2%
6
21
<1%
0
8
<1%
8
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Bedroom_AbvGr
PROVIDES INFORMATION ON...
Kitchen_AbvGr
0.27
Bldg_Type
0.19
MS_SubClass
0.16
Utilities
0.12
Roof_Matl
0.11
House_Style
0.11
Full_Bath
0.11
Pool_QC
0.10
Heating
0.09
Half_Bath
0.09
Condition_2
0.06
Central_Air
0.05
Neighborhood
0.05
Street
0.05

THESE FEATURES
GIVE INFORMATION
ON Bedroom_AbvGr:
MS_SubClass
0.27
Neighborhood
0.12
House_Style
0.11
Bldg_Type
0.11
Full_Bath
0.07
Half_Bath
0.05
Kitchen_AbvGr
0.04
Garage_Type
0.04
Overall_Qual
0.04
BsmtFin_SF_1
0.03
BsmtFin_Type_1
0.03
Exterior_1st
0.03
Exterior_2nd
0.03
Bsmt_Full_Bath
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bedroom_AbvGr
CORRELATION RATIO WITH...
TotRms_AbvGrd
0.69
Gr_Liv_Area
0.56
Second_Flr_SF
0.54
Low_Qual_Fin_SF
0.22
Sale_Price
0.21
Bsmt_Unf_SF
0.20
Lot_Area
0.17
Year_Built
0.16
Longitude
0.14
First_Flr_SF
0.13
Lot_Frontage
0.13
Mas_Vnr_Area
0.13
Garage_Area
0.13
Wood_Deck_SF
0.10
Kitchen_AbvGr
MISSING:
---
TOP CATEGORIES
1
2,796
95%
2
129
4%
0
3
<1%
3
2
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Kitchen_AbvGr
PROVIDES INFORMATION ON...
Bldg_Type
0.21
MS_SubClass
0.07
Central_Air
0.06
Condition_2
0.05
Bedroom_AbvGr
0.04
Roof_Matl
0.04
Garage_Cond
0.04
Heating
0.04
Half_Bath
0.04
Full_Bath
0.04
Bsmt_Cond
0.03
Bsmt_Full_Bath
0.03
Garage_Qual
0.03
BsmtFin_Type_2
0.03

THESE FEATURES
GIVE INFORMATION
ON Kitchen_AbvGr:
MS_SubClass
0.76
Bldg_Type
0.73
Bedroom_AbvGr
0.27
Neighborhood
0.16
Full_Bath
0.15
Garage_Type
0.14
Half_Bath
0.13
Garage_Finish
0.12
Bsmt_Full_Bath
0.12
Bsmt_Qual
0.12
Kitchen_Qual
0.12
Garage_Cars
0.11
BsmtFin_SF_1
0.11
BsmtFin_Type_1
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Kitchen_AbvGr
CORRELATION RATIO WITH...
TotRms_AbvGrd
0.30
Year_Remod_Add
0.15
Year_Built
0.14
Sale_Price
0.13
Gr_Liv_Area
0.12
Latitude
0.09
Wood_Deck_SF
0.09
Garage_Area
0.09
First_Flr_SF
0.08
Open_Porch_SF
0.08
Second_Flr_SF
0.07
Bsmt_Unf_SF
0.07
Longitude
0.07
Screen_Porch
0.06
Kitchen_Qual
MISSING:
---
TOP CATEGORIES
Typical
1,494
51%
Good
1,160
40%
Excellent
205
7%
Fair
70
2%
Poor
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Kitchen_Qual
PROVIDES INFORMATION ON...
Exter_Qual
0.42
Bsmt_Qual
0.21
Overall_Qual
0.19
Foundation
0.17
Garage_Cars
0.15
Heating_QC
0.15
Full_Bath
0.14
Sale_Type
0.14
Central_Air
0.14
Condition_2
0.13
Kitchen_AbvGr
0.12
Heating
0.12
Street
0.11
Garage_Finish
0.11

THESE FEATURES
GIVE INFORMATION
ON Kitchen_Qual:
Exter_Qual
0.36
Overall_Qual
0.34
Neighborhood
0.30
Bsmt_Qual
0.24
Foundation
0.18
Garage_Cars
0.17
Heating_QC
0.17
Exterior_1st
0.14
BsmtFin_SF_1
0.14
BsmtFin_Type_1
0.14
Exterior_2nd
0.14
MS_SubClass
0.13
Garage_Finish
0.13
Full_Bath
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Kitchen_Qual
CORRELATION RATIO WITH...
Sale_Price
0.69
Year_Remod_Add
0.64
Year_Built
0.55
Garage_Area
0.47
Total_Bsmt_SF
0.45
Gr_Liv_Area
0.44
First_Flr_SF
0.42
Mas_Vnr_Area
0.35
Longitude
0.32
TotRms_AbvGrd
0.29
Open_Porch_SF
0.27
Latitude
0.25
Wood_Deck_SF
0.23
Bsmt_Unf_SF
0.20
TotRms_AbvGrd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Gr_Liv_Area
0.81
Second_Flr_SF
0.59
Sale_Price
0.50
First_Flr_SF
0.39
Garage_Area
0.33
Total_Bsmt_SF
0.28
Mas_Vnr_Area
0.28
Bsmt_Unf_SF
0.25
Open_Porch_SF
0.24
Lot_Area
0.22
Lot_Frontage
0.20
Year_Remod_Add
0.20
Wood_Deck_SF
0.15
Latitude
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bedroom_AbvGr
0.69
MS_SubClass
0.61
Full_Bath
0.53
House_Style
0.50
Garage_Cars
0.42
Neighborhood
0.40
Overall_Qual
0.40
Fireplace_Qu
0.36
Half_Bath
0.35
Bldg_Type
0.33
Fireplaces
0.31
Garage_Type
0.30
Kitchen_AbvGr
0.30
Kitchen_Qual
0.29
MOST FREQUENT VALUES
6
844
28.8%
7
649
22.2%
5
586
20.0%
8
347
11.8%
4
203
6.9%
9
143
4.9%
10
80
2.7%
11
32
1.1%
3
26
0.9%
12
16
0.5%
13
1
<0.1%
2
1
<0.1%
15
1
<0.1%
14
1
<0.1%
SMALLEST VALUES
2
1
<0.1%
3
26
0.9%
4
203
6.9%
5
586
20.0%
6
844
28.8%
7
649
22.2%
8
347
11.8%
9
143
4.9%
10
80
2.7%
11
32
1.1%
12
16
0.5%
13
1
<0.1%
14
1
<0.1%
15
1
<0.1%
LARGEST VALUES
15
1
<0.1%
14
1
<0.1%
13
1
<0.1%
12
16
0.5%
11
32
1.1%
10
80
2.7%
9
143
4.9%
8
347
11.8%
7
649
22.2%
6
844
28.8%
5
586
20.0%
4
203
6.9%
3
26
0.9%
2
1
<0.1%
Functional
MISSING:
---
TOP CATEGORIES
Typ
2,728
93%
Min2
70
2%
Min1
65
2%
Mod
35
1%
Maj1
19
<1%
Maj2
9
<1%
Sev
2
<1%
Sal
2
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
Utilities
0.24
Pool_QC
0.12
Heating
0.06
Roof_Matl
0.05
Bsmt_Cond
0.05
Misc_Feature
0.03
BsmtFin_Type_2
0.03
Paved_Drive
0.03
Central_Air
0.03
Exter_Cond
0.03
Foundation
0.03
Overall_Cond
0.02
Garage_Cond
0.02
Bsmt_Qual
0.02

THESE FEATURES
GIVE INFORMATION
ON Functional:
Neighborhood
0.13
MS_SubClass
0.09
Overall_Qual
0.09
BsmtFin_SF_1
0.09
BsmtFin_Type_1
0.09
Overall_Cond
0.09
Exterior_1st
0.09
Exterior_2nd
0.09
Foundation
0.08
Bsmt_Qual
0.07
Bsmt_Cond
0.06
BsmtFin_Type_2
0.06
Exter_Qual
0.05
Bsmt_Exposure
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
Year_Built
0.19
Sale_Price
0.13
Enclosed_Porch
0.13
Year_Remod_Add
0.13
Total_Bsmt_SF
0.11
Low_Qual_Fin_SF
0.11
Lot_Area
0.10
Gr_Liv_Area
0.09
First_Flr_SF
0.09
TotRms_AbvGrd
0.09
Longitude
0.09
Pool_Area
0.08
Second_Flr_SF
0.08
BsmtFin_SF_2
0.08
Fireplaces
MISSING:
---
TOP CATEGORIES
0
1,422
49%
1
1,274
43%
2
221
8%
3
12
<1%
4
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
Fireplace_Qu
0.56
Pool_QC
0.18
Roof_Matl
0.11
Utilities
0.11
Kitchen_AbvGr
0.09
Condition_2
0.08
Garage_Cond
0.08
Garage_Type
0.08
Central_Air
0.08
Garage_Qual
0.07
Garage_Cars
0.07
Overall_Qual
0.07
Exter_Qual
0.07
Garage_Finish
0.07

THESE FEATURES
GIVE INFORMATION
ON Fireplaces:
Fireplace_Qu
0.75
Neighborhood
0.16
Overall_Qual
0.13
MS_SubClass
0.10
Garage_Type
0.09
Garage_Finish
0.09
Garage_Cars
0.08
Bsmt_Qual
0.07
Exter_Qual
0.06
Kitchen_Qual
0.05
Full_Bath
0.05
Mas_Vnr_Type
0.04
Exterior_1st
0.04
BsmtFin_SF_1
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
Sale_Price
0.49
Gr_Liv_Area
0.46
Pool_Area
0.42
First_Flr_SF
0.41
Total_Bsmt_SF
0.34
Garage_Area
0.32
TotRms_AbvGrd
0.31
Lot_Area
0.29
Mas_Vnr_Area
0.28
Year_Built
0.26
Wood_Deck_SF
0.25
Year_Remod_Add
0.22
Latitude
0.22
Second_Flr_SF
0.19
Fireplace_Qu
MISSING:
---
TOP CATEGORIES
No_Fireplace
1,422
49%
Good
744
25%
Typical
600
20%
Fair
75
3%
Poor
46
2%
Excellent
43
1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplace_Qu
PROVIDES INFORMATION ON...
Fireplaces
0.75
Pool_QC
0.18
Condition_2
0.11
Exter_Qual
0.11
Garage_Cars
0.09
Overall_Qual
0.09
Kitchen_Qual
0.09
Garage_Cond
0.09
Central_Air
0.08
Garage_Type
0.08
Bsmt_Qual
0.08
Sale_Type
0.08
Neighborhood
0.08
Utilities
0.08

THESE FEATURES
GIVE INFORMATION
ON Fireplace_Qu:
Fireplaces
0.56
Neighborhood
0.19
Overall_Qual
0.13
MS_SubClass
0.09
Garage_Cars
0.09
Bsmt_Qual
0.08
Garage_Type
0.08
Exter_Qual
0.07
Kitchen_Qual
0.07
Garage_Finish
0.07
Exterior_1st
0.06
Exterior_2nd
0.05
Mas_Vnr_Type
0.05
Full_Bath
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplace_Qu
CORRELATION RATIO WITH...
Sale_Price
0.55
Gr_Liv_Area
0.50
First_Flr_SF
0.41
Total_Bsmt_SF
0.36
TotRms_AbvGrd
0.36
Garage_Area
0.35
Mas_Vnr_Area
0.31
Wood_Deck_SF
0.26
Year_Built
0.26
Second_Flr_SF
0.25
Year_Remod_Add
0.24
Latitude
0.22
Bsmt_Unf_SF
0.21
Open_Porch_SF
0.19
Garage_Type
MISSING:
---
TOP CATEGORIES
Attchd
1,731
59%
Detchd
782
27%
BuiltIn
186
6%
No_Garage
157
5%
Basment
36
1%
More_Than_Two_Types
23
<1%
CarPort
15
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Garage_Type
PROVIDES INFORMATION ON...
Garage_Cond
0.59
Garage_Qual
0.53
Garage_Finish
0.35
Garage_Cars
0.25
Paved_Drive
0.24
Central_Air
0.23
Utilities
0.19
MS_SubClass
0.16
Heating
0.15
Alley
0.15
Kitchen_AbvGr
0.14
MS_Zoning
0.13
Foundation
0.13
Exter_Qual
0.13

THESE FEATURES
GIVE INFORMATION
ON Garage_Type:
Garage_Finish
0.38
MS_SubClass
0.30
Neighborhood
0.28
Garage_Cars
0.25
Garage_Qual
0.21
Garage_Cond
0.21
Overall_Qual
0.14
Bsmt_Qual
0.13
Foundation
0.12
House_Style
0.12
Exterior_2nd
0.11
Exterior_1st
0.11
Exter_Qual
0.10
MS_Zoning
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage_Type
CORRELATION RATIO WITH...
Year_Built
0.61
Garage_Area
0.59
Sale_Price
0.50
Year_Remod_Add
0.40
First_Flr_SF
0.40
Total_Bsmt_SF
0.39
Second_Flr_SF
0.39
Gr_Liv_Area
0.38
TotRms_AbvGrd
0.30
Wood_Deck_SF
0.26
Latitude
0.25
Mas_Vnr_Area
0.25
Longitude
0.21
Enclosed_Porch
0.18
Garage_Finish
MISSING:
---
TOP CATEGORIES
Unf
1,231
42%
RFn
812
28%
Fin
728
25%
No_Garage
159
5%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Garage_Finish
PROVIDES INFORMATION ON...
Garage_Cond
0.59
Garage_Qual
0.54
Garage_Type
0.38
Garage_Cars
0.28
Central_Air
0.23
Exter_Qual
0.20
Paved_Drive
0.19
Bsmt_Qual
0.17
Foundation
0.15
Full_Bath
0.13
Kitchen_Qual
0.13
Kitchen_AbvGr
0.12
Heating
0.12
Utilities
0.12

THESE FEATURES
GIVE INFORMATION
ON Garage_Finish:
Garage_Type
0.35
Garage_Cars
0.26
Neighborhood
0.25
Garage_Qual
0.20
MS_SubClass
0.19
Garage_Cond
0.19
Overall_Qual
0.16
Bsmt_Qual
0.16
Exter_Qual
0.13
Foundation
0.13
Kitchen_Qual
0.11
Exterior_1st
0.10
Exterior_2nd
0.10
Full_Bath
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage_Finish
CORRELATION RATIO WITH...
Year_Built
0.63
Garage_Area
0.61
Sale_Price
0.55
Year_Remod_Add
0.47
Total_Bsmt_SF
0.37
Gr_Liv_Area
0.36
First_Flr_SF
0.34
Mas_Vnr_Area
0.28
Latitude
0.28
Wood_Deck_SF
0.26
Longitude
0.25
TotRms_AbvGrd
0.23
Open_Porch_SF
0.23
Enclosed_Porch
0.19
Garage_Cars
MISSING:
---
TOP CATEGORIES
2
1,603
55%
1
778
27%
3
374
13%
0
158
5%
4
16
<1%
5
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Garage_Cars
PROVIDES INFORMATION ON...
Garage_Cond
0.55
Garage_Qual
0.51
Garage_Finish
0.26
Garage_Type
0.25
Exter_Qual
0.23
Full_Bath
0.23
Bsmt_Qual
0.20
Kitchen_Qual
0.17
Overall_Qual
0.16
Central_Air
0.16
Foundation
0.15
Paved_Drive
0.14
Kitchen_AbvGr
0.11
Neighborhood
0.11

THESE FEATURES
GIVE INFORMATION
ON Garage_Cars:
Neighborhood
0.29
Garage_Finish
0.28
Overall_Qual
0.25
Garage_Type
0.25
Garage_Qual
0.20
Bsmt_Qual
0.20
Garage_Cond
0.19
Exter_Qual
0.17
MS_SubClass
0.17
Full_Bath
0.16
Kitchen_Qual
0.15
Foundation
0.14
Exterior_1st
0.11
Exterior_2nd
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage_Cars
CORRELATION RATIO WITH...
Garage_Area
0.89
Sale_Price
0.71
Year_Built
0.57
Gr_Liv_Area
0.53
Total_Bsmt_SF
0.49
First_Flr_SF
0.48
Year_Remod_Add
0.47
Mas_Vnr_Area
0.42
TotRms_AbvGrd
0.42
Latitude
0.28
Longitude
0.25
Wood_Deck_SF
0.25
Bsmt_Unf_SF
0.24
Open_Porch_SF
0.24
Garage_Area
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Sale_Price
0.64
First_Flr_SF
0.49
Total_Bsmt_SF
0.49
Gr_Liv_Area
0.48
Year_Built
0.48
Year_Remod_Add
0.38
Mas_Vnr_Area
0.37
TotRms_AbvGrd
0.33
Wood_Deck_SF
0.24
Open_Porch_SF
0.23
Lot_Area
0.21
Latitude
0.21
Longitude
-0.21
Lot_Frontage
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage_Cars
0.89
Garage_Finish
0.61
Garage_Type
0.59
Neighborhood
0.58
Overall_Qual
0.58
Garage_Qual
0.55
Garage_Cond
0.54
Exter_Qual
0.50
Bsmt_Qual
0.50
Kitchen_Qual
0.47
Full_Bath
0.42
MS_SubClass
0.41
Foundation
0.40
Mas_Vnr_Type
0.37
MOST FREQUENT VALUES
0
158
5.4%
576
97
3.3%
440
96
3.3%
484
76
2.6%
240
69
2.4%
528
65
2.2%
400
58
2.0%
480
54
1.8%
264
51
1.7%
288
50
1.7%
308
48
1.6%
280
30
1.0%
336
29
1.0%
420
29
1.0%
462
23
0.8%
SMALLEST VALUES
0
158
5.4%
100
1
<0.1%
160
3
0.1%
162
2
<0.1%
164
2
<0.1%
180
16
0.5%
184
1
<0.1%
185
1
<0.1%
186
1
<0.1%
189
1
<0.1%
192
1
<0.1%
195
3
0.1%
198
1
<0.1%
200
11
0.4%
205
4
0.1%
LARGEST VALUES
1488
1
<0.1%
1418
1
<0.1%
1390
1
<0.1%
1356
1
<0.1%
1348
1
<0.1%
1314
1
<0.1%
1248
1
<0.1%
1231
1
<0.1%
1220
1
<0.1%
1200
1
<0.1%
1184
1
<0.1%
1174
1
<0.1%
1166
1
<0.1%
1154
1
<0.1%
1150
1
<0.1%
Garage_Qual
MISSING:
---
TOP CATEGORIES
Typical
2,615
89%
No_Garage
159
5%
Fair
124
4%
Good
24
<1%
Poor
5
<1%
Excellent
3
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Garage_Qual
PROVIDES INFORMATION ON...
Garage_Cond
0.67
Garage_Type
0.21
Garage_Cars
0.20
Garage_Finish
0.20
Central_Air
0.17
Paved_Drive
0.16
Heating
0.10
Kitchen_AbvGr
0.07
Pool_QC
0.06
Electrical
0.06
Condition_2
0.05
MS_Zoning
0.05
MS_SubClass
0.05
Foundation
0.05

THESE FEATURES
GIVE INFORMATION
ON Garage_Qual:
Garage_Cond
0.59
Garage_Finish
0.54
Garage_Type
0.53
Garage_Cars
0.51
Neighborhood
0.25
MS_SubClass
0.22
Overall_Qual
0.14
Paved_Drive
0.13
Foundation
0.11
Exterior_1st
0.10
Bsmt_Qual
0.10
Central_Air
0.09
Exter_Qual
0.09
MS_Zoning
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage_Qual
CORRELATION RATIO WITH...
Garage_Area
0.55
Year_Built
0.40
Sale_Price
0.30
Year_Remod_Add
0.22
Total_Bsmt_SF
0.21
First_Flr_SF
0.21
Enclosed_Porch
0.17
Gr_Liv_Area
0.17
Mas_Vnr_Area
0.17
Latitude
0.17
Low_Qual_Fin_SF
0.16
Wood_Deck_SF
0.14
Longitude
0.14
Screen_Porch
0.11
Garage_Cond
MISSING:
---
TOP CATEGORIES
Typical
2,665
91%
No_Garage
159
5%
Fair
74
3%
Good
15
<1%
Poor
14
<1%
Excellent
3
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Garage_Cond
PROVIDES INFORMATION ON...
Garage_Qual
0.59
Garage_Type
0.21
Garage_Cars
0.19
Garage_Finish
0.19
Paved_Drive
0.17
Central_Air
0.17
Heating
0.13
Kitchen_AbvGr
0.09
Pool_QC
0.07
Electrical
0.05
Roof_Matl
0.05
MS_Zoning
0.04
Bsmt_Cond
0.04
Exter_Qual
0.04

THESE FEATURES
GIVE INFORMATION
ON Garage_Cond:
Garage_Qual
0.67
Garage_Type
0.59
Garage_Finish
0.59
Garage_Cars
0.55
Neighborhood
0.23
MS_SubClass
0.20
Overall_Qual
0.16
Paved_Drive
0.16
Central_Air
0.11
Bsmt_Qual
0.09
Exterior_1st
0.09
Overall_Cond
0.09
Fireplace_Qu
0.09
Exter_Qual
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Garage_Cond
CORRELATION RATIO WITH...
Garage_Area
0.54
Year_Built
0.35
Sale_Price
0.29
Year_Remod_Add
0.20
Total_Bsmt_SF
0.19
First_Flr_SF
0.18
Latitude
0.17
Gr_Liv_Area
0.16
Wood_Deck_SF
0.15
Mas_Vnr_Area
0.14
Pool_Area
0.13
Enclosed_Porch
0.12
Longitude
0.12
Low_Qual_Fin_SF
0.10
Paved_Drive
MISSING:
---
TOP CATEGORIES
Paved
2,652
91%
Dirt_Gravel
216
7%
Partial_Pavement
62
2%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Paved_Drive
PROVIDES INFORMATION ON...
Central_Air
0.17
Garage_Cond
0.16
Garage_Qual
0.13
Street
0.12
Garage_Type
0.08
Heating
0.07
Alley
0.06
MS_Zoning
0.06
Electrical
0.06
Utilities
0.06
Garage_Finish
0.06
MS_SubClass
0.05
Bsmt_Qual
0.05
Bsmt_Cond
0.05

THESE FEATURES
GIVE INFORMATION
ON Paved_Drive:
Neighborhood
0.31
MS_SubClass
0.27
Garage_Type
0.24
Garage_Finish
0.19
Garage_Cond
0.17
Garage_Qual
0.16
Bsmt_Qual
0.15
Overall_Qual
0.14
Garage_Cars
0.14
BsmtFin_SF_1
0.13
BsmtFin_Type_1
0.13
Exterior_1st
0.13
MS_Zoning
0.13
Foundation
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Paved_Drive
CORRELATION RATIO WITH...
Year_Built
0.47
Garage_Area
0.30
Sale_Price
0.28
Total_Bsmt_SF
0.24
Year_Remod_Add
0.23
Enclosed_Porch
0.22
First_Flr_SF
0.19
Mas_Vnr_Area
0.17
Longitude
0.14
Latitude
0.14
Gr_Liv_Area
0.13
Wood_Deck_SF
0.12
BsmtFin_SF_2
0.07
Open_Porch_SF
0.07
Wood_Deck_SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Sale_Price
0.33
Gr_Liv_Area
0.25
Garage_Area
0.24
Total_Bsmt_SF
0.23
Year_Built
0.23
First_Flr_SF
0.23
Year_Remod_Add
0.22
Mas_Vnr_Area
0.17
Lot_Area
0.16
TotRms_AbvGrd
0.15
Longitude
-0.14
Enclosed_Porch
-0.12
BsmtFin_SF_2
0.10
Pool_Area
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.33
Bsmt_Qual
0.27
Bsmt_Exposure
0.27
Overall_Qual
0.26
Fireplace_Qu
0.26
Garage_Finish
0.26
Garage_Type
0.26
Fireplaces
0.25
MS_SubClass
0.25
Garage_Cars
0.25
Kitchen_Qual
0.23
BsmtFin_SF_1
0.23
BsmtFin_Type_1
0.23
Exter_Qual
0.22
MOST FREQUENT VALUES
0
1,526
52.1%
100
74
2.5%
192
70
2.4%
144
61
2.1%
168
56
1.9%
120
53
1.8%
140
29
1.0%
240
20
0.7%
224
19
0.6%
160
17
0.6%
208
15
0.5%
143
14
0.5%
200
13
0.4%
216
13
0.4%
156
12
0.4%
SMALLEST VALUES
0
1,526
52.1%
4
1
<0.1%
12
2
<0.1%
14
1
<0.1%
16
1
<0.1%
20
1
<0.1%
22
1
<0.1%
23
1
<0.1%
24
5
0.2%
25
2
<0.1%
26
2
<0.1%
27
1
<0.1%
28
3
0.1%
30
2
<0.1%
32
4
0.1%
LARGEST VALUES
1424
1
<0.1%
870
1
<0.1%
857
1
<0.1%
736
1
<0.1%
728
1
<0.1%
690
1
<0.1%
684
1
<0.1%
670
1
<0.1%
668
1
<0.1%
657
1
<0.1%
646
1
<0.1%
641
1
<0.1%
635
1
<0.1%
631
1
<0.1%
586
1
<0.1%
Open_Porch_SF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Gr_Liv_Area
0.34
Sale_Price
0.31
Total_Bsmt_SF
0.25
Year_Remod_Add
0.24
First_Flr_SF
0.24
TotRms_AbvGrd
0.24
Garage_Area
0.23
Year_Built
0.20
Second_Flr_SF
0.18
Mas_Vnr_Area
0.14
Bsmt_Unf_SF
0.12
Lot_Area
0.10
Longitude
-0.10
Latitude
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.31
Overall_Qual
0.31
MS_SubClass
0.31
Exter_Qual
0.29
Bsmt_Qual
0.27
Full_Bath
0.27
Kitchen_Qual
0.27
Foundation
0.25
Garage_Cars
0.24
Garage_Finish
0.23
House_Style
0.22
Heating_QC
0.22
MS_Zoning
0.21
Exterior_2nd
0.21
MOST FREQUENT VALUES
0
1,300
44.4%
36
52
1.8%
48
52
1.8%
40
44
1.5%
32
38
1.3%
24
36
1.2%
28
35
1.2%
20
33
1.1%
30
31
1.1%
60
30
1.0%
50
29
1.0%
45
28
1.0%
39
25
0.9%
64
24
0.8%
35
23
0.8%
SMALLEST VALUES
0
1,300
44.4%
4
1
<0.1%
6
1
<0.1%
8
1
<0.1%
10
2
<0.1%
11
3
0.1%
12
5
0.2%
15
2
<0.1%
16
15
0.5%
17
2
<0.1%
18
7
0.2%
20
33
1.1%
21
13
0.4%
22
9
0.3%
23
5
0.2%
LARGEST VALUES
742
1
<0.1%
570
1
<0.1%
547
1
<0.1%
523
1
<0.1%
502
1
<0.1%
484
1
<0.1%
444
1
<0.1%
418
1
<0.1%
406
1
<0.1%
382
1
<0.1%
372
1
<0.1%
368
1
<0.1%
365
1
<0.1%
364
1
<0.1%
341
2
<0.1%
Enclosed_Porch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Year_Built
-0.37
Year_Remod_Add
-0.22
Longitude
0.14
Sale_Price
-0.13
Wood_Deck_SF
-0.12
Mas_Vnr_Area
-0.11
Garage_Area
-0.11
Latitude
-0.10
Pool_Area
0.09
Low_Qual_Fin_SF
0.09
Total_Bsmt_SF
-0.08
First_Flr_SF
-0.07
Screen_Porch
-0.06
Open_Porch_SF
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.36
MS_SubClass
0.35
Exterior_1st
0.29
Exterior_2nd
0.28
Foundation
0.28
Bsmt_Qual
0.25
House_Style
0.22
Paved_Drive
0.22
MS_Zoning
0.21
Alley
0.19
Garage_Finish
0.19
Overall_Cond
0.19
Garage_Type
0.18
Pool_QC
0.18
MOST FREQUENT VALUES
0
2,471
84.3%
112
22
0.8%
96
13
0.4%
144
11
0.4%
192
10
0.3%
168
9
0.3%
120
9
0.3%
116
8
0.3%
84
8
0.3%
40
8
0.3%
180
7
0.2%
128
7
0.2%
160
7
0.2%
150
7
0.2%
60
6
0.2%
SMALLEST VALUES
0
2,471
84.3%
16
1
<0.1%
18
1
<0.1%
19
1
<0.1%
20
2
<0.1%
23
1
<0.1%
24
2
<0.1%
25
1
<0.1%
26
1
<0.1%
28
1
<0.1%
30
3
0.1%
32
4
0.1%
34
3
0.1%
35
3
0.1%
36
5
0.2%
LARGEST VALUES
1012
1
<0.1%
584
1
<0.1%
552
1
<0.1%
432
1
<0.1%
429
1
<0.1%
386
1
<0.1%
368
1
<0.1%
364
1
<0.1%
334
1
<0.1%
330
1
<0.1%
324
1
<0.1%
318
1
<0.1%
301
1
<0.1%
296
1
<0.1%
294
1
<0.1%
Three_season_porch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
First_Flr_SF
0.04
Total_Bsmt_SF
0.04
Year_Remod_Add
0.04
Enclosed_Porch
-0.03
Sale_Price
0.03
Second_Flr_SF
-0.03
Garage_Area
0.03
Screen_Porch
-0.03
Mo_Sold
0.03
TotRms_AbvGrd
-0.03
Longitude
0.02
BsmtFin_SF_2
-0.02
Lot_Area
0.02
Year_Built
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Bsmt_Cond
0.13
Foundation
0.10
Neighborhood
0.10
Roof_Matl
0.09
Condition_1
0.09
Fireplace_Qu
0.08
Overall_Cond
0.07
MS_SubClass
0.07
Exterior_2nd
0.06
Exterior_1st
0.06
Garage_Finish
0.06
Land_Contour
0.06
Exter_Qual
0.05
BsmtFin_SF_1
0.05
MOST FREQUENT VALUES
0
2,893
98.7%
168
3
0.1%
153
3
0.1%
180
2
<0.1%
144
2
<0.1%
216
2
<0.1%
96
1
<0.1%
245
1
<0.1%
120
1
<0.1%
219
1
<0.1%
176
1
<0.1%
196
1
<0.1%
86
1
<0.1%
23
1
<0.1%
290
1
<0.1%
SMALLEST VALUES
0
2,893
98.7%
23
1
<0.1%
86
1
<0.1%
96
1
<0.1%
120
1
<0.1%
130
1
<0.1%
140
1
<0.1%
144
2
<0.1%
150
1
<0.1%
153
3
0.1%
162
1
<0.1%
168
3
0.1%
174
1
<0.1%
176
1
<0.1%
180
2
<0.1%
LARGEST VALUES
508
1
<0.1%
407
1
<0.1%
360
1
<0.1%
323
1
<0.1%
320
1
<0.1%
304
1
<0.1%
290
1
<0.1%
255
1
<0.1%
245
1
<0.1%
238
1
<0.1%
225
1
<0.1%
224
1
<0.1%
219
1
<0.1%
216
2
<0.1%
196
1
<0.1%
Screen_Porch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Sale_Price
0.11
First_Flr_SF
0.10
Gr_Liv_Area
0.09
Total_Bsmt_SF
0.08
Mas_Vnr_Area
0.07
Enclosed_Porch
-0.06
BsmtFin_SF_2
0.06
Garage_Area
0.06
Lot_Area
0.06
Wood_Deck_SF
-0.05
Longitude
0.05
Bsmt_Unf_SF
-0.05
Open_Porch_SF
0.05
Year_Remod_Add
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.18
Fireplaces
0.18
Exterior_2nd
0.15
Misc_Feature
0.14
Fireplace_Qu
0.13
Exterior_1st
0.13
MS_SubClass
0.12
Roof_Style
0.11
Garage_Qual
0.11
BsmtFin_SF_1
0.10
BsmtFin_Type_1
0.10
Garage_Type
0.10
Pool_QC
0.10
Overall_Qual
0.09
MOST FREQUENT VALUES
0
2,674
91.3%
144
13
0.4%
192
11
0.4%
168
10
0.3%
120
9
0.3%
216
8
0.3%
180
7
0.2%
200
7
0.2%
160
6
0.2%
224
6
0.2%
100
5
0.2%
156
4
0.1%
153
4
0.1%
288
4
0.1%
155
4
0.1%
SMALLEST VALUES
0
2,674
91.3%
40
1
<0.1%
53
1
<0.1%
60
1
<0.1%
63
1
<0.1%
64
1
<0.1%
80
1
<0.1%
84
1
<0.1%
88
1
<0.1%
90
3
0.1%
92
2
<0.1%
94
1
<0.1%
95
2
<0.1%
99
1
<0.1%
100
5
0.2%
LARGEST VALUES
576
1
<0.1%
490
1
<0.1%
480
1
<0.1%
440
1
<0.1%
410
1
<0.1%
396
1
<0.1%
385
1
<0.1%
374
1
<0.1%
348
1
<0.1%
342
1
<0.1%
322
2
<0.1%
312
1
<0.1%
291
1
<0.1%
288
4
0.1%
287
1
<0.1%
Pool_Area
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Gr_Liv_Area
0.14
First_Flr_SF
0.12
Lot_Frontage
0.11
Wood_Deck_SF
0.09
Lot_Area
0.09
Enclosed_Porch
0.09
Total_Bsmt_SF
0.07
TotRms_AbvGrd
0.07
Sale_Price
0.07
Open_Porch_SF
0.06
Garage_Area
0.05
Second_Flr_SF
0.04
BsmtFin_SF_2
0.04
Mo_Sold
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pool_QC
0.97
Fireplaces
0.42
Misc_Feature
0.27
Roof_Matl
0.26
Bsmt_Half_Bath
0.21
Fence
0.19
Garage_Cond
0.13
Overall_Qual
0.12
Neighborhood
0.12
Exterior_2nd
0.11
Exterior_1st
0.11
MS_SubClass
0.11
Fireplace_Qu
0.10
Garage_Qual
0.10
MOST FREQUENT VALUES
0
2,917
99.6%
144
1
<0.1%
480
1
<0.1%
576
1
<0.1%
555
1
<0.1%
368
1
<0.1%
444
1
<0.1%
228
1
<0.1%
561
1
<0.1%
519
1
<0.1%
648
1
<0.1%
800
1
<0.1%
512
1
<0.1%
738
1
<0.1%
SMALLEST VALUES
0
2,917
99.6%
144
1
<0.1%
228
1
<0.1%
368
1
<0.1%
444
1
<0.1%
480
1
<0.1%
512
1
<0.1%
519
1
<0.1%
555
1
<0.1%
561
1
<0.1%
576
1
<0.1%
648
1
<0.1%
738
1
<0.1%
800
1
<0.1%
LARGEST VALUES
800
1
<0.1%
738
1
<0.1%
648
1
<0.1%
576
1
<0.1%
561
1
<0.1%
555
1
<0.1%
519
1
<0.1%
512
1
<0.1%
480
1
<0.1%
444
1
<0.1%
368
1
<0.1%
228
1
<0.1%
144
1
<0.1%
0
2,917
99.6%
Pool_QC
MISSING:
---
TOP CATEGORIES
No_Pool
2,917
>99%
Excellent
4
<1%
Good
4
<1%
Typical
3
<1%
Fair
2
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Pool_QC
PROVIDES INFORMATION ON...
Roof_Matl
0.04
Misc_Feature
0.02
Functional
0.01
Fence
0.01
Bsmt_Half_Bath
0.01
BsmtFin_Type_2
0.01
Fireplaces
0.01
Garage_Cond
0.01
Land_Contour
0.01
Fireplace_Qu
0.00
Garage_Qual
0.00
Condition_1
0.00
Overall_Qual
0.00
Paved_Drive
0.00

THESE FEATURES
GIVE INFORMATION
ON Pool_QC:
Neighborhood
0.27
Overall_Qual
0.22
Exterior_1st
0.20
Exterior_2nd
0.19
Fireplaces
0.18
Fence
0.18
Fireplace_Qu
0.18
MS_SubClass
0.17
BsmtFin_Type_2
0.14
Year_Sold
0.13
Functional
0.12
BsmtFin_SF_1
0.12
BsmtFin_Type_1
0.12
House_Style
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Pool_QC
CORRELATION RATIO WITH...
Pool_Area
0.97
Enclosed_Porch
0.18
Gr_Liv_Area
0.17
First_Flr_SF
0.16
Sale_Price
0.14
Total_Bsmt_SF
0.13
Lot_Frontage
0.13
Lot_Area
0.11
Wood_Deck_SF
0.10
Screen_Porch
0.10
Open_Porch_SF
0.08
Low_Qual_Fin_SF
0.07
TotRms_AbvGrd
0.07
Garage_Area
0.07
Fence
MISSING:
---
TOP CATEGORIES
No_Fence
2,358
80%
Minimum_Privacy
330
11%
Good_Privacy
118
4%
Good_Wood
112
4%
Minimum_Wood_Wire
12
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
Pool_QC
0.18
Exter_Qual
0.06
Condition_2
0.05
Full_Bath
0.04
Sale_Type
0.04
Foundation
0.04
Bsmt_Qual
0.04
Misc_Feature
0.03
Garage_Cars
0.03
Bldg_Type
0.03
Neighborhood
0.03
Kitchen_AbvGr
0.03
Kitchen_Qual
0.03
Overall_Qual
0.03

THESE FEATURES
GIVE INFORMATION
ON Fence:
Neighborhood
0.12
Overall_Qual
0.07
Exter_Qual
0.07
MS_SubClass
0.07
Bsmt_Qual
0.07
Foundation
0.06
Exterior_1st
0.06
Exterior_2nd
0.05
BsmtFin_SF_1
0.05
Full_Bath
0.05
BsmtFin_Type_1
0.05
Garage_Cars
0.05
Overall_Cond
0.05
Kitchen_Qual
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
Year_Built
0.24
Year_Remod_Add
0.22
Sale_Price
0.20
Pool_Area
0.19
Gr_Liv_Area
0.18
Garage_Area
0.16
Bsmt_Unf_SF
0.15
Longitude
0.15
TotRms_AbvGrd
0.13
Latitude
0.13
Total_Bsmt_SF
0.12
Second_Flr_SF
0.12
Mas_Vnr_Area
0.11
First_Flr_SF
0.11
Misc_Feature
MISSING:
---
TOP CATEGORIES
None
2,824
96%
Shed
95
3%
Gar2
5
<1%
Othr
4
<1%
Elev
1
<1%
TenC
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Misc_Feature
PROVIDES INFORMATION ON...
Utilities
0.08
Pool_QC
0.08
Street
0.05
Condition_2
0.04
Functional
0.02
Roof_Matl
0.01
Bsmt_Half_Bath
0.01
Sale_Type
0.01
Sale_Condition
0.01
Exter_Qual
0.01
Bldg_Type
0.01
Fence
0.01
Exter_Cond
0.01
Exterior_1st
0.01

THESE FEATURES
GIVE INFORMATION
ON Misc_Feature:
Neighborhood
0.10
Exterior_1st
0.08
Exterior_2nd
0.07
MS_SubClass
0.07
Overall_Qual
0.06
BsmtFin_SF_1
0.04
BsmtFin_Type_1
0.04
Foundation
0.04
Overall_Cond
0.04
Exter_Qual
0.04
Kitchen_Qual
0.04
Bsmt_Qual
0.04
Functional
0.03
Garage_Cars
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Misc_Feature
CORRELATION RATIO WITH...
Misc_Val
0.90
Pool_Area
0.27
First_Flr_SF
0.19
Total_Bsmt_SF
0.18
Gr_Liv_Area
0.14
Screen_Porch
0.14
Open_Porch_SF
0.13
Mas_Vnr_Area
0.13
TotRms_AbvGrd
0.12
Lot_Area
0.12
Wood_Deck_SF
0.08
Garage_Area
0.08
Year_Built
0.07
Bsmt_Unf_SF
0.07
Misc_Val
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
First_Flr_SF
0.09
Total_Bsmt_SF
0.08
Open_Porch_SF
0.08
Lot_Area
0.07
Gr_Liv_Area
0.07
TotRms_AbvGrd
0.06
Wood_Deck_SF
0.06
Mas_Vnr_Area
0.05
Sale_Price
-0.02
Pool_Area
0.01
Latitude
-0.01
Year_Built
-0.01
Bsmt_Unf_SF
-0.01
Enclosed_Porch
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Misc_Feature
0.90
Condition_2
0.27
Roof_Style
0.13
Overall_Qual
0.10
Neighborhood
0.07
Exterior_2nd
0.06
Exterior_1st
0.06
Exter_Qual
0.06
MS_SubClass
0.05
Lot_Shape
0.05
Half_Bath
0.05
BsmtFin_SF_1
0.05
BsmtFin_Type_1
0.05
Land_Contour
0.05
MOST FREQUENT VALUES
0
2,827
96.5%
400
18
0.6%
500
13
0.4%
450
9
0.3%
600
8
0.3%
700
7
0.2%
2000
7
0.2%
1500
3
0.1%
1200
3
0.1%
650
3
0.1%
480
2
<0.1%
3000
2
<0.1%
2500
2
<0.1%
4500
2
<0.1%
455
1
<0.1%
SMALLEST VALUES
0
2,827
96.5%
54
1
<0.1%
80
1
<0.1%
300
1
<0.1%
350
1
<0.1%
400
18
0.6%
420
1
<0.1%
450
9
0.3%
455
1
<0.1%
460
1
<0.1%
480
2
<0.1%
490
1
<0.1%
500
13
0.4%
560
1
<0.1%
600
8
0.3%
LARGEST VALUES
17000
1
<0.1%
15500
1
<0.1%
12500
1
<0.1%
8300
1
<0.1%
6500
1
<0.1%
4500
2
<0.1%
3500
1
<0.1%
3000
2
<0.1%
2500
2
<0.1%
2000
7
0.2%
1512
1
<0.1%
1500
3
0.1%
1400
1
<0.1%
1300
1
<0.1%
1200
3
0.1%
Mo_Sold
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotRms_AbvGrd
0.04
Latitude
0.04
Gr_Liv_Area
0.04
Pool_Area
-0.04
First_Flr_SF
0.04
Garage_Area
0.04
Longitude
0.04
Sale_Price
0.04
Open_Porch_SF
0.03
Screen_Porch
0.03
Three_season_porch
0.03
Bsmt_Unf_SF
0.02
Enclosed_Porch
-0.02
Year_Remod_Add
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Year_Sold
0.26
Neighborhood
0.11
Sale_Type
0.10
Sale_Condition
0.10
MS_SubClass
0.09
Overall_Qual
0.08
Bedroom_AbvGr
0.07
MS_Zoning
0.07
Exterior_1st
0.07
Exterior_2nd
0.07
Bldg_Type
0.06
Garage_Cars
0.06
Functional
0.06
Condition_1
0.06
MOST FREQUENT VALUES
6
505
17.2%
7
449
15.3%
5
395
13.5%
4
279
9.5%
8
233
8.0%
3
232
7.9%
10
173
5.9%
9
161
5.5%
11
143
4.9%
2
133
4.5%
1
123
4.2%
12
104
3.5%
SMALLEST VALUES
1
123
4.2%
2
133
4.5%
3
232
7.9%
4
279
9.5%
5
395
13.5%
6
505
17.2%
7
449
15.3%
8
233
8.0%
9
161
5.5%
10
173
5.9%
11
143
4.9%
12
104
3.5%
LARGEST VALUES
12
104
3.5%
11
143
4.9%
10
173
5.9%
9
161
5.5%
8
233
8.0%
7
449
15.3%
6
505
17.2%
5
395
13.5%
4
279
9.5%
3
232
7.9%
2
133
4.5%
1
123
4.2%
Year_Sold
MISSING:
---
TOP CATEGORIES
2007
694
24%
2009
648
22%
2006
625
21%
2008
622
21%
2010
341
12%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Year_Sold
PROVIDES INFORMATION ON...
Pool_QC
0.13
Utilities
0.12
Condition_2
0.07
Sale_Type
0.05
Roof_Matl
0.04
Heating
0.03
Sale_Condition
0.03
Street
0.03
Misc_Feature
0.02
Functional
0.02
Kitchen_AbvGr
0.01
Bsmt_Cond
0.01
Condition_1
0.01
Electrical
0.01

THESE FEATURES
GIVE INFORMATION
ON Year_Sold:
Sale_Type
0.02
Neighborhood
0.01
Sale_Condition
0.01
MS_SubClass
0.01
Exterior_2nd
0.01
Exterior_1st
0.01
Overall_Cond
0.01
Overall_Qual
0.00
Condition_1
0.00
Functional
0.00
House_Style
0.00
Bedroom_AbvGr
0.00
Foundation
0.00
Bsmt_Cond
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Year_Sold
CORRELATION RATIO WITH...
Mo_Sold
0.26
Year_Remod_Add
0.08
Bsmt_Unf_SF
0.06
Pool_Area
0.05
Garage_Area
0.05
First_Flr_SF
0.05
Latitude
0.05
Open_Porch_SF
0.05
Year_Built
0.05
Sale_Price
0.05
Misc_Val
0.04
Three_season_porch
0.04
Total_Bsmt_SF
0.04
Gr_Liv_Area
0.04
Sale_Type
MISSING:
---
TOP CATEGORIES
WD
2,536
87%
New
239
8%
COD
87
3%
ConLD
26
<1%
CWD
12
<1%
ConLI
9
<1%
ConLw
8
<1%
Oth
7
<1%
Con
5
<1%
VWD
1
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Sale_Type
PROVIDES INFORMATION ON...
Sale_Condition
0.46
Utilities
0.27
Exter_Qual
0.10
Kitchen_Qual
0.08
Bsmt_Qual
0.07
Foundation
0.07
Street
0.07
Garage_Cars
0.05
Full_Bath
0.05
Heating_QC
0.05
Overall_Qual
0.05
Neighborhood
0.04
Central_Air
0.04
Condition_2
0.04

THESE FEATURES
GIVE INFORMATION
ON Sale_Type:
Sale_Condition
0.55
Neighborhood
0.23
Bsmt_Qual
0.15
Exter_Qual
0.15
Overall_Qual
0.15
Exterior_2nd
0.14
Exterior_1st
0.14
Foundation
0.14
Kitchen_Qual
0.14
Garage_Cars
0.11
MS_SubClass
0.11
BsmtFin_SF_1
0.10
Heating_QC
0.10
BsmtFin_Type_1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Sale_Type
CORRELATION RATIO WITH...
Sale_Price
0.37
Year_Remod_Add
0.36
Year_Built
0.36
Garage_Area
0.29
Total_Bsmt_SF
0.26
Bsmt_Unf_SF
0.25
First_Flr_SF
0.22
Latitude
0.20
Gr_Liv_Area
0.19
Lot_Frontage
0.17
Open_Porch_SF
0.17
TotRms_AbvGrd
0.16
Mas_Vnr_Area
0.16
Longitude
0.14
Sale_Condition
MISSING:
---
TOP CATEGORIES
Normal
2,413
82%
Partial
245
8%
Abnorml
190
6%
Family
46
2%
Alloca
24
<1%
AdjLand
12
<1%
ALL
2,930
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Sale_Condition
PROVIDES INFORMATION ON...
Sale_Type
0.55
Street
0.12
Utilities
0.12
Exter_Qual
0.09
Kitchen_AbvGr
0.09
Pool_QC
0.08
Kitchen_Qual
0.07
Bsmt_Qual
0.07
Foundation
0.07
Condition_2
0.06
Central_Air
0.06
Garage_Cars
0.06
Roof_Matl
0.06
Heating_QC
0.05

THESE FEATURES
GIVE INFORMATION
ON Sale_Condition:
Sale_Type
0.46
Neighborhood
0.18
Exterior_1st
0.12
Exterior_2nd
0.12
Bsmt_Qual
0.12
Exter_Qual
0.12
Overall_Qual
0.11
Kitchen_Qual
0.10
Foundation
0.10
MS_SubClass
0.09
Garage_Cars
0.09
Heating_QC
0.09
Garage_Finish
0.08
Overall_Cond
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Sale_Condition
CORRELATION RATIO WITH...
Sale_Price
0.37
Year_Built
0.36
Year_Remod_Add
0.36
Garage_Area
0.29
Total_Bsmt_SF
0.26
Bsmt_Unf_SF
0.26
First_Flr_SF
0.22
Latitude
0.20
Gr_Liv_Area
0.18
Lot_Frontage
0.17
Open_Porch_SF
0.16
TotRms_AbvGrd
0.15
Mas_Vnr_Area
0.15
Longitude
0.14
Sale_Price
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Gr_Liv_Area
0.71
Garage_Area
0.64
Total_Bsmt_SF
0.63
First_Flr_SF
0.62
Year_Built
0.56
Year_Remod_Add
0.53
Mas_Vnr_Area
0.50
TotRms_AbvGrd
0.50
Wood_Deck_SF
0.33
Open_Porch_SF
0.31
Latitude
0.29
Second_Flr_SF
0.27
Lot_Area
0.27
Longitude
-0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Overall_Qual
0.84
Neighborhood
0.76
Bsmt_Qual
0.72
Garage_Cars
0.71
Exter_Qual
0.71
Kitchen_Qual
0.69
Full_Bath
0.56
Garage_Finish
0.55
Fireplace_Qu
0.55
Foundation
0.53
Garage_Type
0.50
MS_SubClass
0.50
Fireplaces
0.49
BsmtFin_SF_1
0.48
MOST FREQUENT VALUES
135000
34
1.2%
140000
33
1.1%
130000
29
1.0%
155000
28
1.0%
145000
26
0.9%
160000
23
0.8%
185000
21
0.7%
110000
21
0.7%
115000
20
0.7%
120000
20
0.7%
127000
20
0.7%
170000
20
0.7%
190000
19
0.6%
125000
19
0.6%
200000
19
0.6%
SMALLEST VALUES
12789
1
<0.1%
13100
1
<0.1%
34900
1
<0.1%
35000
1
<0.1%
35311
1
<0.1%
37900
1
<0.1%
39300
1
<0.1%
40000
1
<0.1%
44000
1
<0.1%
45000
1
<0.1%
46500
1
<0.1%
50000
1
<0.1%
50138
1
<0.1%
51689
1
<0.1%
52000
1
<0.1%
LARGEST VALUES
755000
1
<0.1%
745000
1
<0.1%
625000
1
<0.1%
615000
1
<0.1%
611657
1
<0.1%
610000
1
<0.1%
591587
1
<0.1%
584500
1
<0.1%
582933
1
<0.1%
556581
1
<0.1%
555000
1
<0.1%
552000
1
<0.1%
545224
1
<0.1%
538000
1
<0.1%
535000
1
<0.1%
Longitude
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Year_Built
-0.43
Year_Remod_Add
-0.32
Sale_Price
-0.25
Garage_Area
-0.21
Total_Bsmt_SF
-0.16
Wood_Deck_SF
-0.14
Gr_Liv_Area
-0.14
Enclosed_Porch
0.14
First_Flr_SF
-0.14
Lot_Area
-0.10
Open_Porch_SF
-0.10
TotRms_AbvGrd
-0.09
Mas_Vnr_Area
-0.08
Second_Flr_SF
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.98
Bsmt_Qual
0.41
Exterior_2nd
0.38
Exterior_1st
0.38
Foundation
0.37
MS_Zoning
0.37
Exter_Qual
0.35
MS_SubClass
0.33
Kitchen_Qual
0.32
Overall_Cond
0.31
Overall_Qual
0.30
Heating_QC
0.29
BsmtFin_SF_1
0.27
BsmtFin_Type_1
0.27
MOST FREQUENT VALUES
-93.645743
7
0.2%
-93.644891
6
0.2%
-93.689071
4
0.1%
-93.645482
4
0.1%
-93.629496
4
0.1%
-93.608903
3
0.1%
-93.613899
3
0.1%
-93.606789
3
0.1%
-93.610588
3
0.1%
-93.606842
3
0.1%
-93.639516
3
0.1%
-93.609053
3
0.1%
-93.686267
3
0.1%
-93.622644
3
0.1%
-93.646438
3
0.1%
SMALLEST VALUES
-93.693153
1
<0.1%
-93.69286679999999
1
<0.1%
-93.692696
1
<0.1%
-93.692606
1
<0.1%
-93.692575
1
<0.1%
-93.692521
1
<0.1%
-93.692497
1
<0.1%
-93.69247200000001
1
<0.1%
-93.69245
1
<0.1%
-93.692431
1
<0.1%
-93.692415
1
<0.1%
-93.692412
1
<0.1%
-93.692309
1
<0.1%
-93.692286
1
<0.1%
-93.692245
1
<0.1%
LARGEST VALUES
-93.577427
1
<0.1%
-93.588227
1
<0.1%
-93.596569
1
<0.1%
-93.597005
1
<0.1%
-93.599575
1
<0.1%
-93.599791
1
<0.1%
-93.59986599999999
1
<0.1%
-93.599969
1
<0.1%
-93.599996
1
<0.1%
-93.600006
1
<0.1%
-93.600066
1
<0.1%
-93.600147
1
<0.1%
-93.60019
1
<0.1%
-93.600191
1
<0.1%
-93.600439
1
<0.1%
Latitude
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Sale_Price
0.29
Year_Built
0.25
Mas_Vnr_Area
0.22
Garage_Area
0.21
Year_Remod_Add
0.18
Gr_Liv_Area
0.18
Total_Bsmt_SF
0.18
Bsmt_Unf_SF
0.16
TotRms_AbvGrd
0.15
First_Flr_SF
0.13
Second_Flr_SF
0.10
Enclosed_Porch
-0.10
Open_Porch_SF
0.09
Lot_Frontage
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.98
MS_SubClass
0.34
Overall_Qual
0.32
Garage_Cars
0.28
Garage_Finish
0.28
Exter_Qual
0.28
MS_Zoning
0.28
Garage_Type
0.25
Kitchen_Qual
0.25
Full_Bath
0.23
Mas_Vnr_Type
0.23
Fireplace_Qu
0.22
House_Style
0.22
Fireplaces
0.22
MOST FREQUENT VALUES
42.009489
7
0.2%
42.057164
6
0.2%
42.046145
5
0.2%
42.047171
5
0.2%
42.063301
5
0.2%
42.017856
4
0.1%
42.022825
3
0.1%
42.016217
3
0.1%
42.050705
3
0.1%
42.060425
3
0.1%
41.990054
3
0.1%
42.022089
3
0.1%
42.033454
2
<0.1%
42.034789
2
<0.1%
42.034564
2
<0.1%
SMALLEST VALUES
41.986498
1
<0.1%
41.986502
1
<0.1%
41.986509
1
<0.1%
41.98651
2
<0.1%
41.98658
1
<0.1%
41.986588
1
<0.1%
41.986647
1
<0.1%
41.987109
1
<0.1%
41.987289
1
<0.1%
41.987535
1
<0.1%
41.987606
1
<0.1%
41.987659
1
<0.1%
41.98766
1
<0.1%
41.987686
1
<0.1%
41.988076
1
<0.1%
LARGEST VALUES
42.063388
1
<0.1%
42.063381
1
<0.1%
42.063342
1
<0.1%
42.063336
1
<0.1%
42.063329
1
<0.1%
42.06330699999999
1
<0.1%
42.063304
2
<0.1%
42.063301
5
0.2%
42.063298
2
<0.1%
42.063296
1
<0.1%
42.063294
1
<0.1%
42.063283
1
<0.1%
42.0632722
1
<0.1%
42.0632692
1
<0.1%
42.0632689
1
<0.1%